{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aQr9y2ErZj3x"
      },
      "source": [
        "# Data preparation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AKuiZSXJZj3x"
      },
      "source": [
        "NeuralGCM models take and produce data on defined on ERA5's [37 pressure levels](https://cds.climate.copernicus.eu/datasets/reanalysis-era5-pressure-levels), including the following variables, provided in SI units and on the NeuralGCM model's native grid:\n",
        "\n",
        "- Inputs/outputs (on pressure levels): `u_component_of_wind`, `v_component_of_wind`, `geopotential`, `temperature`, `specific_humidity`, `specific_cloud_ice_water_content`, `specific_cloud_liquid_water_content`.\n",
        "- Forcings (surface level only): `sea_surface_temperature`, `sea_ice_cover`\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dN7B-pu0Zj3x"
      },
      "source": [
        "## Regridding data\n",
        "\n",
        "Preparing a dataset stored on a different horizontal grid for NeuralGCM requires two steps:\n",
        "\n",
        "1. Horizontal regridding to a Gaussian grid. For processing fine-resolution data conservative regridding is most appropriate (and is what we used to train NeuralGCM).\n",
        "2. Filling in all missing values (NaN), to ensure all inputs are valid. Forcing fields like `sea_surface_temperature` are only defined over ocean in ERA5, and NeuralGCM's surface model also includes a mask that ignores values over land, but we still need to fill all NaN values to them leaking into our model outputs.\n",
        "\n",
        "Utilities for both of these operations are packaged as part of Dinosaur. We'll show how to use them on the Zarr copy of ERA5 from the [ARCO-ERA5](https://github.com/google-research/arco-era5) project:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "id": "vinHAbhsZj3x"
      },
      "outputs": [],
      "source": [
        "import jax\n",
        "import numpy as np\n",
        "import neuralgcm\n",
        "import xarray\n",
        "\n",
        "# load demo model\n",
        "checkpoint = neuralgcm.demo.load_checkpoint_tl63_stochastic()\n",
        "model = neuralgcm.PressureLevelModel.from_checkpoint(checkpoint)\n",
        "\n",
        "# create a xarray.Dataset with required variables for NeuralGCM\n",
        "path = 'gs://gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3'\n",
        "full_era5 = xarray.open_zarr(\n",
        "    path, chunks=None, storage_options=dict(token='anon')\n",
        ")\n",
        "full_era5 = full_era5[model.input_variables + model.forcing_variables]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "P-5AE4iOZj3x"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\u003cdiv\u003e\u003csvg style=\"position: absolute; width: 0; height: 0; overflow: hidden\"\u003e\n",
              "\u003cdefs\u003e\n",
              "\u003csymbol id=\"icon-database\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003csymbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003c/defs\u003e\n",
              "\u003c/svg\u003e\n",
              "\u003cstyle\u003e/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
              " *\n",
              " */\n",
              "\n",
              ":root {\n",
              "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
              "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
              "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
              "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
              "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
              "  --xr-background-color: var(--jp-layout-color0, white);\n",
              "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
              "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
              "}\n",
              "\n",
              "html[theme=dark],\n",
              "body[data-theme=dark],\n",
              "body.vscode-dark {\n",
              "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
              "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
              "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
              "  --xr-border-color: #1F1F1F;\n",
              "  --xr-disabled-color: #515151;\n",
              "  --xr-background-color: #111111;\n",
              "  --xr-background-color-row-even: #111111;\n",
              "  --xr-background-color-row-odd: #313131;\n",
              "}\n",
              "\n",
              ".xr-wrap {\n",
              "  display: block !important;\n",
              "  min-width: 300px;\n",
              "  max-width: 700px;\n",
              "}\n",
              "\n",
              ".xr-text-repr-fallback {\n",
              "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-header {\n",
              "  padding-top: 6px;\n",
              "  padding-bottom: 6px;\n",
              "  margin-bottom: 4px;\n",
              "  border-bottom: solid 1px var(--xr-border-color);\n",
              "}\n",
              "\n",
              ".xr-header \u003e div,\n",
              ".xr-header \u003e ul {\n",
              "  display: inline;\n",
              "  margin-top: 0;\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-obj-type,\n",
              ".xr-array-name {\n",
              "  margin-left: 2px;\n",
              "  margin-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-obj-type {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-sections {\n",
              "  padding-left: 0 !important;\n",
              "  display: grid;\n",
              "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
              "}\n",
              "\n",
              ".xr-section-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-section-item input {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-item input + label {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label {\n",
              "  cursor: pointer;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label:hover {\n",
              "  color: var(--xr-font-color0);\n",
              "}\n",
              "\n",
              ".xr-section-summary {\n",
              "  grid-column: 1;\n",
              "  color: var(--xr-font-color2);\n",
              "  font-weight: 500;\n",
              "}\n",
              "\n",
              ".xr-section-summary \u003e span {\n",
              "  display: inline-block;\n",
              "  padding-left: 0.5em;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in + label:before {\n",
              "  display: inline-block;\n",
              "  content: '►';\n",
              "  font-size: 11px;\n",
              "  width: 15px;\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label:before {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label:before {\n",
              "  content: '▼';\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label \u003e span {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-summary,\n",
              ".xr-section-inline-details {\n",
              "  padding-top: 4px;\n",
              "  padding-bottom: 4px;\n",
              "}\n",
              "\n",
              ".xr-section-inline-details {\n",
              "  grid-column: 2 / -1;\n",
              "}\n",
              "\n",
              ".xr-section-details {\n",
              "  display: none;\n",
              "  grid-column: 1 / -1;\n",
              "  margin-bottom: 5px;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked ~ .xr-section-details {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-array-wrap {\n",
              "  grid-column: 1 / -1;\n",
              "  display: grid;\n",
              "  grid-template-columns: 20px auto;\n",
              "}\n",
              "\n",
              ".xr-array-wrap \u003e label {\n",
              "  grid-column: 1;\n",
              "  vertical-align: top;\n",
              "}\n",
              "\n",
              ".xr-preview {\n",
              "  color: var(--xr-font-color3);\n",
              "}\n",
              "\n",
              ".xr-array-preview,\n",
              ".xr-array-data {\n",
              "  padding: 0 5px !important;\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-array-data,\n",
              ".xr-array-in:checked ~ .xr-array-preview {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-array-in:checked ~ .xr-array-data,\n",
              ".xr-array-preview {\n",
              "  display: inline-block;\n",
              "}\n",
              "\n",
              ".xr-dim-list {\n",
              "  display: inline-block !important;\n",
              "  list-style: none;\n",
              "  padding: 0 !important;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list li {\n",
              "  display: inline-block;\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list:before {\n",
              "  content: '(';\n",
              "}\n",
              "\n",
              ".xr-dim-list:after {\n",
              "  content: ')';\n",
              "}\n",
              "\n",
              ".xr-dim-list li:not(:last-child):after {\n",
              "  content: ',';\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-has-index {\n",
              "  font-weight: bold;\n",
              "}\n",
              "\n",
              ".xr-var-list,\n",
              ".xr-var-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e div,\n",
              ".xr-var-item label,\n",
              ".xr-var-item \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-even);\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e .xr-var-name:hover span {\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e div,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e label,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-odd);\n",
              "}\n",
              "\n",
              ".xr-var-name {\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-var-dims {\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-var-dtype {\n",
              "  grid-column: 3;\n",
              "  text-align: right;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-preview {\n",
              "  grid-column: 4;\n",
              "}\n",
              "\n",
              ".xr-index-preview {\n",
              "  grid-column: 2 / 5;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-name,\n",
              ".xr-var-dims,\n",
              ".xr-var-dtype,\n",
              ".xr-preview,\n",
              ".xr-attrs dt {\n",
              "  white-space: nowrap;\n",
              "  overflow: hidden;\n",
              "  text-overflow: ellipsis;\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-var-name:hover,\n",
              ".xr-var-dims:hover,\n",
              ".xr-var-dtype:hover,\n",
              ".xr-attrs dt:hover {\n",
              "  overflow: visible;\n",
              "  width: auto;\n",
              "  z-index: 1;\n",
              "}\n",
              "\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  display: none;\n",
              "  background-color: var(--xr-background-color) !important;\n",
              "  padding-bottom: 5px !important;\n",
              "}\n",
              "\n",
              ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
              ".xr-var-data-in:checked ~ .xr-var-data,\n",
              ".xr-index-data-in:checked ~ .xr-index-data {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              ".xr-var-data \u003e table {\n",
              "  float: right;\n",
              "}\n",
              "\n",
              ".xr-var-name span,\n",
              ".xr-var-data,\n",
              ".xr-index-name div,\n",
              ".xr-index-data,\n",
              ".xr-attrs {\n",
              "  padding-left: 25px !important;\n",
              "}\n",
              "\n",
              ".xr-attrs,\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  grid-column: 1 / -1;\n",
              "}\n",
              "\n",
              "dl.xr-attrs {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  display: grid;\n",
              "  grid-template-columns: 125px auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt,\n",
              ".xr-attrs dd {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  float: left;\n",
              "  padding-right: 10px;\n",
              "  width: auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt {\n",
              "  font-weight: normal;\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-attrs dt:hover span {\n",
              "  display: inline-block;\n",
              "  background: var(--xr-background-color);\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-attrs dd {\n",
              "  grid-column: 2;\n",
              "  white-space: pre-wrap;\n",
              "  word-break: break-all;\n",
              "}\n",
              "\n",
              ".xr-icon-database,\n",
              ".xr-icon-file-text2,\n",
              ".xr-no-icon {\n",
              "  display: inline-block;\n",
              "  vertical-align: middle;\n",
              "  width: 1em;\n",
              "  height: 1.5em !important;\n",
              "  stroke-width: 0;\n",
              "  stroke: currentColor;\n",
              "  fill: currentColor;\n",
              "}\n",
              "\u003c/style\u003e\u003cpre class='xr-text-repr-fallback'\u003e\u0026lt;xarray.Dataset\u0026gt;\n",
              "Dimensions:                              (time: 1087704, level: 37,\n",
              "                                          latitude: 721, longitude: 1440)\n",
              "Coordinates:\n",
              "  * latitude                             (latitude) float32 90.0 89.75 ... -90.0\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "  * longitude                            (longitude) float32 0.0 0.25 ... 359.8\n",
              "  * time                                 (time) datetime64[ns] 1900-01-01 ......\n",
              "Data variables:\n",
              "    geopotential                         (time, level, latitude, longitude) float32 ...\n",
              "    specific_humidity                    (time, level, latitude, longitude) float32 ...\n",
              "    temperature                          (time, level, latitude, longitude) float32 ...\n",
              "    u_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    v_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (time, level, latitude, longitude) float32 ...\n",
              "    sea_ice_cover                        (time, latitude, longitude) float32 ...\n",
              "    sea_surface_temperature              (time, latitude, longitude) float32 ...\u003c/pre\u003e\u003cdiv class='xr-wrap' style='display:none'\u003e\u003cdiv class='xr-header'\u003e\u003cdiv class='xr-obj-type'\u003exarray.Dataset\u003c/div\u003e\u003c/div\u003e\u003cul class='xr-sections'\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-da95b9bb-c1d6-4bec-98f2-aa44f9dcb951' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-da95b9bb-c1d6-4bec-98f2-aa44f9dcb951' class='xr-section-summary'  title='Expand/collapse section'\u003eDimensions:\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003cul class='xr-dim-list'\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003etime\u003c/span\u003e: 1087704\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e: 37\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e: 721\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e: 1440\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-4ee2b0a0-b746-4741-a8f3-6c91afb2398d' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-4ee2b0a0-b746-4741-a8f3-6c91afb2398d' class='xr-section-summary' \u003eCoordinates: \u003cspan\u003e(4)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e90.0 89.75 89.5 ... -89.75 -90.0\u003c/div\u003e\u003cinput id='attrs-46be08d8-ec9d-46bc-8b7f-6279351e4cad' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-46be08d8-ec9d-46bc-8b7f-6279351e4cad' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-939cb279-3542-4a38-a789-169373e1a17a' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-939cb279-3542-4a38-a789-169373e1a17a' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003elatitude\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003edegrees_north\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([ 90.  ,  89.75,  89.5 , ..., -89.5 , -89.75, -90.  ], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003eint64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1 2 3 5 7 ... 900 925 950 975 1000\u003c/div\u003e\u003cinput id='attrs-40d387a9-fd76-40c1-8795-5519e2fe3c13' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-40d387a9-fd76-40c1-8795-5519e2fe3c13' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-fd4d758e-c330-4685-99ad-0682d4e6b11b' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-fd4d758e-c330-4685-99ad-0682d4e6b11b' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.25 0.5 ... 359.2 359.5 359.8\u003c/div\u003e\u003cinput id='attrs-2a452940-25c1-4190-b66a-805763132e66' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-2a452940-25c1-4190-b66a-805763132e66' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-984c821e-32ef-42fe-93ad-7ff8e91b3347' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-984c821e-32ef-42fe-93ad-7ff8e91b3347' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003elongitude\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003edegrees_east\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([0.0000e+00, 2.5000e-01, 5.0000e-01, ..., 3.5925e+02, 3.5950e+02,\n",
              "       3.5975e+02], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003etime\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003edatetime64[ns]\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1900-01-01 ... 2024-01-31T23:00:00\u003c/div\u003e\u003cinput id='attrs-9f3f247d-84c9-4ef7-9e18-986ce9430106' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-9f3f247d-84c9-4ef7-9e18-986ce9430106' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-bf3ef5a6-eec8-482d-a2ea-f585d97d1afa' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-bf3ef5a6-eec8-482d-a2ea-f585d97d1afa' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([\u0026#x27;1900-01-01T00:00:00.000000000\u0026#x27;, \u0026#x27;1900-01-01T01:00:00.000000000\u0026#x27;,\n",
              "       \u0026#x27;1900-01-01T02:00:00.000000000\u0026#x27;, ..., \u0026#x27;2024-01-31T21:00:00.000000000\u0026#x27;,\n",
              "       \u0026#x27;2024-01-31T22:00:00.000000000\u0026#x27;, \u0026#x27;2024-01-31T23:00:00.000000000\u0026#x27;],\n",
              "      dtype=\u0026#x27;datetime64[ns]\u0026#x27;)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-8ab0c696-f095-4df5-8a29-75ed9b79e351' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-8ab0c696-f095-4df5-8a29-75ed9b79e351' class='xr-section-summary' \u003eData variables: \u003cspan\u003e(9)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003egeopotential\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-67ab1aef-fe1a-4e10-a6c6-89ab4579bb5a' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-67ab1aef-fe1a-4e10-a6c6-89ab4579bb5a' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-7fbd137b-90b3-41e2-96f7-99a1164cbe90' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-7fbd137b-90b3-41e2-96f7-99a1164cbe90' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eGeopotential\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ez\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003egeopotential\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em**2 s**-2\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41784018635520 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_humidity\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-cca5abfe-caa8-4042-87a7-45afd5f469fe' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-cca5abfe-caa8-4042-87a7-45afd5f469fe' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-8c651f76-6d86-49ec-93ff-3e45aadee66a' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-8c651f76-6d86-49ec-93ff-3e45aadee66a' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific humidity\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eq\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003especific_humidity\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41784018635520 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003etemperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-482668e9-8d97-406f-a9fd-b961ad79de3f' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-482668e9-8d97-406f-a9fd-b961ad79de3f' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-bcc1d0fc-7a9b-4bb3-a82b-8f12381211bc' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-bcc1d0fc-7a9b-4bb3-a82b-8f12381211bc' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eTemperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003et\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eair_temperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eK\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41784018635520 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003eu_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-b8fe2e47-c744-4569-b715-39c2fd4f8682' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-b8fe2e47-c744-4569-b715-39c2fd4f8682' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-a807d23f-864d-4748-86f0-48f9bab79d57' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-a807d23f-864d-4748-86f0-48f9bab79d57' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eU component of wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eu\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eeastward_wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em s**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41784018635520 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003ev_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-97ac0e64-9ef0-4a1a-b8ec-0a3add477e1c' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-97ac0e64-9ef0-4a1a-b8ec-0a3add477e1c' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-d50bfcb6-0f62-4178-8a7e-71f19cef3fb5' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-d50bfcb6-0f62-4178-8a7e-71f19cef3fb5' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eV component of wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ev\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003enorthward_wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em s**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41784018635520 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_ice_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-36693009-4ffe-4bb8-87bb-4b2e340596bf' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-36693009-4ffe-4bb8-87bb-4b2e340596bf' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-0df7b78d-2b82-4cf8-ab66-026918dce0a1' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-0df7b78d-2b82-4cf8-ab66-026918dce0a1' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific cloud ice water content\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eciwc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41784018635520 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_liquid_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-81af0aa4-a5ee-4f1f-ab96-8e95879ecc59' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-81af0aa4-a5ee-4f1f-ab96-8e95879ecc59' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-b006c355-7908-42a1-8462-1e8624b539db' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-b006c355-7908-42a1-8462-1e8624b539db' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific cloud liquid water content\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eclwc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41784018635520 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_ice_cover\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-4a5d3410-cd9d-4302-9540-4cdbe616e8a2' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-4a5d3410-cd9d-4302-9540-4cdbe616e8a2' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-dca88109-6808-4220-a587-8825058e571c' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-dca88109-6808-4220-a587-8825058e571c' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSea ice area fraction\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esiconc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esea_ice_area_fraction\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e(0 - 1)\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[1129297800960 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_surface_temperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-a2d7d608-b02a-445f-8580-c912ab7f0e44' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-a2d7d608-b02a-445f-8580-c912ab7f0e44' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-23db1966-1c10-4eb2-ad6b-71d7e1ba6b9b' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-23db1966-1c10-4eb2-ad6b-71d7e1ba6b9b' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSea surface temperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esst\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eK\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[1129297800960 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-07e6e691-153a-4a28-b3fe-a749d64899c5' class='xr-section-summary-in' type='checkbox'  \u003e\u003clabel for='section-07e6e691-153a-4a28-b3fe-a749d64899c5' class='xr-section-summary' \u003eIndexes: \u003cspan\u003e(4)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elatitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-47c12539-1fe7-4fc3-a6ae-2da766b87533' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-47c12539-1fe7-4fc3-a6ae-2da766b87533' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([  90.0,  89.75,   89.5,  89.25,   89.0,  88.75,   88.5,  88.25,   88.0,\n",
              "        87.75,\n",
              "       ...\n",
              "       -87.75,  -88.0, -88.25,  -88.5, -88.75,  -89.0, -89.25,  -89.5, -89.75,\n",
              "        -90.0],\n",
              "      dtype=\u0026#x27;float32\u0026#x27;, name=\u0026#x27;latitude\u0026#x27;, length=721))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elevel\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-8052114a-5df6-48ce-a023-acae90dbdcde' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-8052114a-5df6-48ce-a023-acae90dbdcde' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000],\n",
              "      dtype=\u0026#x27;int64\u0026#x27;, name=\u0026#x27;level\u0026#x27;))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elongitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-78ff6935-d4e6-48d7-839c-827b67cdd99a' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-78ff6935-d4e6-48d7-839c-827b67cdd99a' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   0.0,   0.25,    0.5,   0.75,    1.0,   1.25,    1.5,   1.75,    2.0,\n",
              "         2.25,\n",
              "       ...\n",
              "        357.5, 357.75,  358.0, 358.25,  358.5, 358.75,  359.0, 359.25,  359.5,\n",
              "       359.75],\n",
              "      dtype=\u0026#x27;float32\u0026#x27;, name=\u0026#x27;longitude\u0026#x27;, length=1440))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003etime\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-debab20f-492f-4a99-84b6-c525359b197a' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-debab20f-492f-4a99-84b6-c525359b197a' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(DatetimeIndex([\u0026#x27;1900-01-01 00:00:00\u0026#x27;, \u0026#x27;1900-01-01 01:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-01 02:00:00\u0026#x27;, \u0026#x27;1900-01-01 03:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-01 04:00:00\u0026#x27;, \u0026#x27;1900-01-01 05:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-01 06:00:00\u0026#x27;, \u0026#x27;1900-01-01 07:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-01 08:00:00\u0026#x27;, \u0026#x27;1900-01-01 09:00:00\u0026#x27;,\n",
              "               ...\n",
              "               \u0026#x27;2024-01-31 14:00:00\u0026#x27;, \u0026#x27;2024-01-31 15:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 16:00:00\u0026#x27;, \u0026#x27;2024-01-31 17:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 18:00:00\u0026#x27;, \u0026#x27;2024-01-31 19:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 20:00:00\u0026#x27;, \u0026#x27;2024-01-31 21:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 22:00:00\u0026#x27;, \u0026#x27;2024-01-31 23:00:00\u0026#x27;],\n",
              "              dtype=\u0026#x27;datetime64[ns]\u0026#x27;, name=\u0026#x27;time\u0026#x27;, length=1087704, freq=None))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-63646d2e-aba4-443f-ba81-3c913226c699' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-63646d2e-aba4-443f-ba81-3c913226c699' class='xr-section-summary'  title='Expand/collapse section'\u003eAttributes: \u003cspan\u003e(0)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e"
            ],
            "text/plain": [
              "\u003cxarray.Dataset\u003e\n",
              "Dimensions:                              (time: 1087704, level: 37,\n",
              "                                          latitude: 721, longitude: 1440)\n",
              "Coordinates:\n",
              "  * latitude                             (latitude) float32 90.0 89.75 ... -90.0\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "  * longitude                            (longitude) float32 0.0 0.25 ... 359.8\n",
              "  * time                                 (time) datetime64[ns] 1900-01-01 ......\n",
              "Data variables:\n",
              "    geopotential                         (time, level, latitude, longitude) float32 ...\n",
              "    specific_humidity                    (time, level, latitude, longitude) float32 ...\n",
              "    temperature                          (time, level, latitude, longitude) float32 ...\n",
              "    u_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    v_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (time, level, latitude, longitude) float32 ...\n",
              "    sea_ice_cover                        (time, latitude, longitude) float32 ...\n",
              "    sea_surface_temperature              (time, latitude, longitude) float32 ..."
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "full_era5"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4l-FHE_QZj3x"
      },
      "source": [
        "Based on this dataset and our model grid, we can build a `Regridder` object:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "OvOpI33-Zj3x"
      },
      "outputs": [],
      "source": [
        "from dinosaur import horizontal_interpolation\n",
        "from dinosaur import spherical_harmonic\n",
        "from dinosaur import xarray_utils\n",
        "\n",
        "full_era5_grid = spherical_harmonic.Grid(\n",
        "    latitude_nodes=full_era5.sizes['latitude'],\n",
        "    longitude_nodes=full_era5.sizes['longitude'],\n",
        "    latitude_spacing=xarray_utils.infer_latitude_spacing(full_era5.latitude),\n",
        "    longitude_offset=xarray_utils.infer_longitude_offset(full_era5.longitude),\n",
        ")\n",
        "# Other available regridders include BilinearRegridder and NearestRegridder.\n",
        "regridder = horizontal_interpolation.ConservativeRegridder(\n",
        "    full_era5_grid, model.data_coords.horizontal, skipna=True\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZCBomHEuZj3x"
      },
      "source": [
        "```{note}\n",
        "`skipna=True` in `ConservativeRegridder` means grid cells with a mix of NaN/non-NaN values should be filled skipping NaN values. This ensures sea surface temperature and sea ice cover remains defined in coarse grid cells that overlap coastlines.\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "yXHGfMR8Zj3x"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "ConservativeRegridder(source_grid=Grid(longitude_wavenumbers=0, total_wavenumbers=0, longitude_nodes=1440, latitude_nodes=721, latitude_spacing='equiangular_with_poles', longitude_offset=0.0, radius=1.0, spherical_harmonics_impl=\u003cclass 'dinosaur.spherical_harmonic.RealSphericalHarmonics'\u003e, spmd_mesh=None), target_grid=Grid(longitude_wavenumbers=64, total_wavenumbers=65, longitude_nodes=128, latitude_nodes=64, latitude_spacing='gauss', longitude_offset=0.0, radius=1.0, spherical_harmonics_impl=\u003cclass 'dinosaur.spherical_harmonic.RealSphericalHarmonicsWithZeroImag'\u003e, spmd_mesh=None))"
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "regridder"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "QHfJc9aJZj3x"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "1178.986912912812"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "full_era5.nbytes / 1e12"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yqOfTfw8Zj3x"
      },
      "source": [
        "Regridding requires the data to be first loaded into memory. Because this full dataset is gigantic (100s of TB) we'll only regrid a single time point:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "sxZmWShWZj3x"
      },
      "outputs": [],
      "source": [
        "sliced_era5 = full_era5.sel(time='2020-01-01T00').compute()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "UYgUrni3Zj3x"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\u003cdiv\u003e\u003csvg style=\"position: absolute; width: 0; height: 0; overflow: hidden\"\u003e\n",
              "\u003cdefs\u003e\n",
              "\u003csymbol id=\"icon-database\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003csymbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003c/defs\u003e\n",
              "\u003c/svg\u003e\n",
              "\u003cstyle\u003e/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
              " *\n",
              " */\n",
              "\n",
              ":root {\n",
              "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
              "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
              "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
              "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
              "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
              "  --xr-background-color: var(--jp-layout-color0, white);\n",
              "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
              "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
              "}\n",
              "\n",
              "html[theme=dark],\n",
              "body[data-theme=dark],\n",
              "body.vscode-dark {\n",
              "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
              "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
              "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
              "  --xr-border-color: #1F1F1F;\n",
              "  --xr-disabled-color: #515151;\n",
              "  --xr-background-color: #111111;\n",
              "  --xr-background-color-row-even: #111111;\n",
              "  --xr-background-color-row-odd: #313131;\n",
              "}\n",
              "\n",
              ".xr-wrap {\n",
              "  display: block !important;\n",
              "  min-width: 300px;\n",
              "  max-width: 700px;\n",
              "}\n",
              "\n",
              ".xr-text-repr-fallback {\n",
              "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-header {\n",
              "  padding-top: 6px;\n",
              "  padding-bottom: 6px;\n",
              "  margin-bottom: 4px;\n",
              "  border-bottom: solid 1px var(--xr-border-color);\n",
              "}\n",
              "\n",
              ".xr-header \u003e div,\n",
              ".xr-header \u003e ul {\n",
              "  display: inline;\n",
              "  margin-top: 0;\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-obj-type,\n",
              ".xr-array-name {\n",
              "  margin-left: 2px;\n",
              "  margin-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-obj-type {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-sections {\n",
              "  padding-left: 0 !important;\n",
              "  display: grid;\n",
              "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
              "}\n",
              "\n",
              ".xr-section-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-section-item input {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-item input + label {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label {\n",
              "  cursor: pointer;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label:hover {\n",
              "  color: var(--xr-font-color0);\n",
              "}\n",
              "\n",
              ".xr-section-summary {\n",
              "  grid-column: 1;\n",
              "  color: var(--xr-font-color2);\n",
              "  font-weight: 500;\n",
              "}\n",
              "\n",
              ".xr-section-summary \u003e span {\n",
              "  display: inline-block;\n",
              "  padding-left: 0.5em;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in + label:before {\n",
              "  display: inline-block;\n",
              "  content: '►';\n",
              "  font-size: 11px;\n",
              "  width: 15px;\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label:before {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label:before {\n",
              "  content: '▼';\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label \u003e span {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-summary,\n",
              ".xr-section-inline-details {\n",
              "  padding-top: 4px;\n",
              "  padding-bottom: 4px;\n",
              "}\n",
              "\n",
              ".xr-section-inline-details {\n",
              "  grid-column: 2 / -1;\n",
              "}\n",
              "\n",
              ".xr-section-details {\n",
              "  display: none;\n",
              "  grid-column: 1 / -1;\n",
              "  margin-bottom: 5px;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked ~ .xr-section-details {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-array-wrap {\n",
              "  grid-column: 1 / -1;\n",
              "  display: grid;\n",
              "  grid-template-columns: 20px auto;\n",
              "}\n",
              "\n",
              ".xr-array-wrap \u003e label {\n",
              "  grid-column: 1;\n",
              "  vertical-align: top;\n",
              "}\n",
              "\n",
              ".xr-preview {\n",
              "  color: var(--xr-font-color3);\n",
              "}\n",
              "\n",
              ".xr-array-preview,\n",
              ".xr-array-data {\n",
              "  padding: 0 5px !important;\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-array-data,\n",
              ".xr-array-in:checked ~ .xr-array-preview {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-array-in:checked ~ .xr-array-data,\n",
              ".xr-array-preview {\n",
              "  display: inline-block;\n",
              "}\n",
              "\n",
              ".xr-dim-list {\n",
              "  display: inline-block !important;\n",
              "  list-style: none;\n",
              "  padding: 0 !important;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list li {\n",
              "  display: inline-block;\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list:before {\n",
              "  content: '(';\n",
              "}\n",
              "\n",
              ".xr-dim-list:after {\n",
              "  content: ')';\n",
              "}\n",
              "\n",
              ".xr-dim-list li:not(:last-child):after {\n",
              "  content: ',';\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-has-index {\n",
              "  font-weight: bold;\n",
              "}\n",
              "\n",
              ".xr-var-list,\n",
              ".xr-var-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e div,\n",
              ".xr-var-item label,\n",
              ".xr-var-item \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-even);\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e .xr-var-name:hover span {\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e div,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e label,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-odd);\n",
              "}\n",
              "\n",
              ".xr-var-name {\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-var-dims {\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-var-dtype {\n",
              "  grid-column: 3;\n",
              "  text-align: right;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-preview {\n",
              "  grid-column: 4;\n",
              "}\n",
              "\n",
              ".xr-index-preview {\n",
              "  grid-column: 2 / 5;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-name,\n",
              ".xr-var-dims,\n",
              ".xr-var-dtype,\n",
              ".xr-preview,\n",
              ".xr-attrs dt {\n",
              "  white-space: nowrap;\n",
              "  overflow: hidden;\n",
              "  text-overflow: ellipsis;\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-var-name:hover,\n",
              ".xr-var-dims:hover,\n",
              ".xr-var-dtype:hover,\n",
              ".xr-attrs dt:hover {\n",
              "  overflow: visible;\n",
              "  width: auto;\n",
              "  z-index: 1;\n",
              "}\n",
              "\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  display: none;\n",
              "  background-color: var(--xr-background-color) !important;\n",
              "  padding-bottom: 5px !important;\n",
              "}\n",
              "\n",
              ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
              ".xr-var-data-in:checked ~ .xr-var-data,\n",
              ".xr-index-data-in:checked ~ .xr-index-data {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              ".xr-var-data \u003e table {\n",
              "  float: right;\n",
              "}\n",
              "\n",
              ".xr-var-name span,\n",
              ".xr-var-data,\n",
              ".xr-index-name div,\n",
              ".xr-index-data,\n",
              ".xr-attrs {\n",
              "  padding-left: 25px !important;\n",
              "}\n",
              "\n",
              ".xr-attrs,\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  grid-column: 1 / -1;\n",
              "}\n",
              "\n",
              "dl.xr-attrs {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  display: grid;\n",
              "  grid-template-columns: 125px auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt,\n",
              ".xr-attrs dd {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  float: left;\n",
              "  padding-right: 10px;\n",
              "  width: auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt {\n",
              "  font-weight: normal;\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-attrs dt:hover span {\n",
              "  display: inline-block;\n",
              "  background: var(--xr-background-color);\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-attrs dd {\n",
              "  grid-column: 2;\n",
              "  white-space: pre-wrap;\n",
              "  word-break: break-all;\n",
              "}\n",
              "\n",
              ".xr-icon-database,\n",
              ".xr-icon-file-text2,\n",
              ".xr-no-icon {\n",
              "  display: inline-block;\n",
              "  vertical-align: middle;\n",
              "  width: 1em;\n",
              "  height: 1.5em !important;\n",
              "  stroke-width: 0;\n",
              "  stroke: currentColor;\n",
              "  fill: currentColor;\n",
              "}\n",
              "\u003c/style\u003e\u003cpre class='xr-text-repr-fallback'\u003e\u0026lt;xarray.Dataset\u0026gt;\n",
              "Dimensions:                              (level: 37, latitude: 721,\n",
              "                                          longitude: 1440)\n",
              "Coordinates:\n",
              "  * latitude                             (latitude) float32 90.0 89.75 ... -90.0\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "  * longitude                            (longitude) float32 0.0 0.25 ... 359.8\n",
              "    time                                 datetime64[ns] 2020-01-01\n",
              "Data variables:\n",
              "    geopotential                         (level, latitude, longitude) float32 ...\n",
              "    specific_humidity                    (level, latitude, longitude) float32 ...\n",
              "    temperature                          (level, latitude, longitude) float32 ...\n",
              "    u_component_of_wind                  (level, latitude, longitude) float32 ...\n",
              "    v_component_of_wind                  (level, latitude, longitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (level, latitude, longitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (level, latitude, longitude) float32 ...\n",
              "    sea_ice_cover                        (latitude, longitude) float32 1.0 .....\n",
              "    sea_surface_temperature              (latitude, longitude) float32 271.5 ...\u003c/pre\u003e\u003cdiv class='xr-wrap' style='display:none'\u003e\u003cdiv class='xr-header'\u003e\u003cdiv class='xr-obj-type'\u003exarray.Dataset\u003c/div\u003e\u003c/div\u003e\u003cul class='xr-sections'\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-91204516-f390-46af-97d0-c9febefa1719' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-91204516-f390-46af-97d0-c9febefa1719' class='xr-section-summary'  title='Expand/collapse section'\u003eDimensions:\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003cul class='xr-dim-list'\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e: 37\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e: 721\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e: 1440\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-2bae6bd7-9456-4116-9443-09c5ca26e3aa' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-2bae6bd7-9456-4116-9443-09c5ca26e3aa' class='xr-section-summary' \u003eCoordinates: \u003cspan\u003e(4)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e90.0 89.75 89.5 ... -89.75 -90.0\u003c/div\u003e\u003cinput id='attrs-f8ae1b20-fe50-46a4-ab47-ebaf83ca6d76' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-f8ae1b20-fe50-46a4-ab47-ebaf83ca6d76' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-e322a272-d7df-4cf6-acf2-9b3bf0f105c1' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-e322a272-d7df-4cf6-acf2-9b3bf0f105c1' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003elatitude\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003edegrees_north\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([ 90.  ,  89.75,  89.5 , ..., -89.5 , -89.75, -90.  ], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003eint64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1 2 3 5 7 ... 900 925 950 975 1000\u003c/div\u003e\u003cinput id='attrs-5d33ae32-3c25-4654-90b2-6dc26674f1cd' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-5d33ae32-3c25-4654-90b2-6dc26674f1cd' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-aa34e234-3d88-430f-9e8b-d3deba7f4869' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-aa34e234-3d88-430f-9e8b-d3deba7f4869' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.25 0.5 ... 359.2 359.5 359.8\u003c/div\u003e\u003cinput id='attrs-c32dab85-6b04-4af8-9455-41b0707f269d' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-c32dab85-6b04-4af8-9455-41b0707f269d' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-c86cad6e-813d-44ee-a1e9-6a1df0f5de79' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-c86cad6e-813d-44ee-a1e9-6a1df0f5de79' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003elongitude\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003edegrees_east\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([0.0000e+00, 2.5000e-01, 5.0000e-01, ..., 3.5925e+02, 3.5950e+02,\n",
              "       3.5975e+02], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003etime\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e()\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003edatetime64[ns]\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e2020-01-01\u003c/div\u003e\u003cinput id='attrs-59eca5e2-ad03-49b5-8916-1be79e607735' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-59eca5e2-ad03-49b5-8916-1be79e607735' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-a894a5e3-3d55-4d61-bb1c-32441867135e' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-a894a5e3-3d55-4d61-bb1c-32441867135e' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray(\u0026#x27;2020-01-01T00:00:00.000000000\u0026#x27;, dtype=\u0026#x27;datetime64[ns]\u0026#x27;)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-2d5242d9-fe0e-499e-a8ae-57f1fc03085a' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-2d5242d9-fe0e-499e-a8ae-57f1fc03085a' class='xr-section-summary' \u003eData variables: \u003cspan\u003e(9)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003egeopotential\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e4.289e+05 4.289e+05 ... -176.0\u003c/div\u003e\u003cinput id='attrs-1bc55335-5f37-4bac-bd61-c9638aa5ce8f' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-1bc55335-5f37-4bac-bd61-c9638aa5ce8f' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-f5ec72b3-e98a-4dfd-8a6c-34f7c1f83c1f' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-f5ec72b3-e98a-4dfd-8a6c-34f7c1f83c1f' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eGeopotential\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ez\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003egeopotential\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em**2 s**-2\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[ 4.2887469e+05,  4.2887469e+05,  4.2887469e+05, ...,\n",
              "          4.2887469e+05,  4.2887469e+05,  4.2887469e+05],\n",
              "        [ 4.2857897e+05,  4.2857897e+05,  4.2857897e+05, ...,\n",
              "          4.2858016e+05,  4.2857897e+05,  4.2857897e+05],\n",
              "        [ 4.2827612e+05,  4.2827494e+05,  4.2827494e+05, ...,\n",
              "          4.2827850e+05,  4.2827612e+05,  4.2827612e+05],\n",
              "        ...,\n",
              "        [ 4.9332238e+05,  4.9332238e+05,  4.9332238e+05, ...,\n",
              "          4.9332238e+05,  4.9332238e+05,  4.9332238e+05],\n",
              "        [ 4.9337244e+05,  4.9337244e+05,  4.9337244e+05, ...,\n",
              "          4.9337244e+05,  4.9337244e+05,  4.9337244e+05],\n",
              "        [ 4.9341656e+05,  4.9341656e+05,  4.9341656e+05, ...,\n",
              "          4.9341656e+05,  4.9341656e+05,  4.9341656e+05]],\n",
              "\n",
              "       [[ 3.7737266e+05,  3.7737266e+05,  3.7737266e+05, ...,\n",
              "          3.7737266e+05,  3.7737266e+05,  3.7737266e+05],\n",
              "        [ 3.7703603e+05,  3.7703500e+05,  3.7703500e+05, ...,\n",
              "          3.7703809e+05,  3.7703809e+05,  3.7703603e+05],\n",
              "        [ 3.7673256e+05,  3.7673050e+05,  3.7673050e+05, ...,\n",
              "          3.7673878e+05,  3.7673672e+05,  3.7673462e+05],\n",
              "...\n",
              "        [ 1.6657271e+03,  1.6653958e+03,  1.6651750e+03, ...,\n",
              "          1.6666102e+03,  1.6662791e+03,  1.6659478e+03],\n",
              "        [ 1.7074587e+03,  1.7073483e+03,  1.7072378e+03, ...,\n",
              "          1.7080107e+03,  1.7079003e+03,  1.7075691e+03],\n",
              "        [ 1.7734785e+03,  1.7734785e+03,  1.7734785e+03, ...,\n",
              "          1.7734785e+03,  1.7734785e+03,  1.7734785e+03]],\n",
              "\n",
              "       [[-2.2715576e+01, -2.2715576e+01, -2.2715576e+01, ...,\n",
              "         -2.2715576e+01, -2.2715576e+01, -2.2715576e+01],\n",
              "        [-3.6230804e+01, -3.6120911e+01, -3.5901154e+01, ...,\n",
              "         -3.6450562e+01, -3.6340668e+01, -3.6340668e+01],\n",
              "        [-5.2273254e+01, -5.2053497e+01, -5.1943634e+01, ...,\n",
              "         -5.2932526e+01, -5.2822662e+01, -5.2602905e+01],\n",
              "        ...,\n",
              "        [-2.8796558e+02, -2.8818536e+02, -2.8862488e+02, ...,\n",
              "         -2.8708655e+02, -2.8730634e+02, -2.8752606e+02],\n",
              "        [-2.4467291e+02, -2.4489270e+02, -2.4511243e+02, ...,\n",
              "         -2.4423340e+02, -2.4445319e+02, -2.4456305e+02],\n",
              "        [-1.7599802e+02, -1.7599802e+02, -1.7599802e+02, ...,\n",
              "         -1.7599802e+02, -1.7599802e+02, -1.7599802e+02]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_humidity\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e3.916e-06 3.916e-06 ... 0.000376\u003c/div\u003e\u003cinput id='attrs-67da3eff-c686-48d2-8c79-53c6907cb2a8' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-67da3eff-c686-48d2-8c79-53c6907cb2a8' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-9ad9e486-984a-440a-a312-5c7cacfbec39' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-9ad9e486-984a-440a-a312-5c7cacfbec39' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific humidity\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eq\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003especific_humidity\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[3.9158444e-06, 3.9158444e-06, 3.9158444e-06, ...,\n",
              "         3.9158444e-06, 3.9158444e-06, 3.9158444e-06],\n",
              "        [3.9017932e-06, 3.9017632e-06, 3.9017632e-06, ...,\n",
              "         3.9018237e-06, 3.9017932e-06, 3.9017932e-06],\n",
              "        [3.8921594e-06, 3.8920689e-06, 3.8920389e-06, ...,\n",
              "         3.8922954e-06, 3.8922653e-06, 3.8922349e-06],\n",
              "        ...,\n",
              "        [3.9630786e-06, 3.9631086e-06, 3.9631391e-06, ...,\n",
              "         3.9629881e-06, 3.9630186e-06, 3.9630486e-06],\n",
              "        [3.9641041e-06, 3.9641041e-06, 3.9641341e-06, ...,\n",
              "         3.9640436e-06, 3.9640736e-06, 3.9640736e-06],\n",
              "        [3.9642096e-06, 3.9642096e-06, 3.9642096e-06, ...,\n",
              "         3.9642096e-06, 3.9642096e-06, 3.9642096e-06]],\n",
              "\n",
              "       [[3.3879899e-06, 3.3879899e-06, 3.3879899e-06, ...,\n",
              "         3.3879899e-06, 3.3879899e-06, 3.3879899e-06],\n",
              "        [3.3993422e-06, 3.3993422e-06, 3.3993290e-06, ...,\n",
              "         3.3993686e-06, 3.3993554e-06, 3.3993554e-06],\n",
              "        [3.4077050e-06, 3.4076656e-06, 3.4076525e-06, ...,\n",
              "         3.4077841e-06, 3.4077709e-06, 3.4077314e-06],\n",
              "...\n",
              "        [4.0540192e-04, 4.0540192e-04, 4.0540192e-04, ...,\n",
              "         4.0540192e-04, 4.0540192e-04, 4.0540192e-04],\n",
              "        [3.9448310e-04, 3.9448310e-04, 3.9448310e-04, ...,\n",
              "         3.9448310e-04, 3.9448310e-04, 3.9448310e-04],\n",
              "        [3.7605688e-04, 3.7605688e-04, 3.7605688e-04, ...,\n",
              "         3.7605688e-04, 3.7605688e-04, 3.7605688e-04]],\n",
              "\n",
              "       [[3.2632984e-04, 3.2632984e-04, 3.2632984e-04, ...,\n",
              "         3.2632984e-04, 3.2632984e-04, 3.2632984e-04],\n",
              "        [3.4040865e-04, 3.4040865e-04, 3.4040865e-04, ...,\n",
              "         3.4076069e-04, 3.4076069e-04, 3.4076069e-04],\n",
              "        [3.5695173e-04, 3.5695173e-04, 3.5659969e-04, ...,\n",
              "         3.5800692e-04, 3.5730377e-04, 3.5730377e-04],\n",
              "        ...,\n",
              "        [4.0517095e-04, 4.0517095e-04, 4.0517095e-04, ...,\n",
              "         4.0517095e-04, 4.0517095e-04, 4.0517095e-04],\n",
              "        [3.9461255e-04, 3.9461255e-04, 3.9461255e-04, ...,\n",
              "         3.9461255e-04, 3.9461255e-04, 3.9461255e-04],\n",
              "        [3.7595816e-04, 3.7595816e-04, 3.7595816e-04, ...,\n",
              "         3.7595816e-04, 3.7595816e-04, 3.7595816e-04]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003etemperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e265.0 265.0 265.0 ... 264.2 264.2\u003c/div\u003e\u003cinput id='attrs-2c6ed700-bad0-436f-835b-7acce8752c0a' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-2c6ed700-bad0-436f-835b-7acce8752c0a' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-a05c0207-fb84-4760-9066-8f03c89b03ca' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-a05c0207-fb84-4760-9066-8f03c89b03ca' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eTemperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003et\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eair_temperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eK\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[264.9522 , 264.9522 , 264.9522 , ..., 264.9522 , 264.9522 ,\n",
              "         264.9522 ],\n",
              "        [264.82285, 264.8253 , 264.8265 , ..., 264.81552, 264.81674,\n",
              "         264.81918],\n",
              "        [264.43478, 264.43845, 264.4421 , ..., 264.42014, 264.42624,\n",
              "         264.4299 ],\n",
              "        ...,\n",
              "        [289.3661 , 289.3685 , 289.36972, ..., 289.36365, 289.36365,\n",
              "         289.3661 ],\n",
              "        [289.32947, 289.32947, 289.32947, ..., 289.32947, 289.32947,\n",
              "         289.32947],\n",
              "        [289.22208, 289.22208, 289.22208, ..., 289.22208, 289.22208,\n",
              "         289.22208]],\n",
              "\n",
              "       [[242.698  , 242.698  , 242.698  , ..., 242.698  , 242.698  ,\n",
              "         242.698  ],\n",
              "        [243.03973, 243.04213, 243.04332, ..., 243.03377, 243.03615,\n",
              "         243.03735],\n",
              "        [243.32532, 243.3301 , 243.33487, ..., 243.31335, 243.31694,\n",
              "         243.32053],\n",
              "...\n",
              "        [264.38147, 264.3829 , 264.3843 , ..., 264.37302, 264.37442,\n",
              "         264.37866],\n",
              "        [263.86456, 263.86737, 263.86737, ..., 263.86172, 263.86172,\n",
              "         263.86313],\n",
              "        [262.9564 , 262.9564 , 262.9564 , ..., 262.9564 , 262.9564 ,\n",
              "         262.9564 ]],\n",
              "\n",
              "       [[246.52473, 246.52473, 246.52473, ..., 246.52473, 246.52473,\n",
              "         246.52473],\n",
              "        [246.64168, 246.63734, 246.63446, ..., 246.65466, 246.6489 ,\n",
              "         246.64601],\n",
              "        [247.20181, 247.19028, 247.18016, ..., 247.23502, 247.22491,\n",
              "         247.21336],\n",
              "        ...,\n",
              "        [265.6403 , 265.64175, 265.6432 , ..., 265.63165, 265.6331 ,\n",
              "         265.63742],\n",
              "        [265.14368, 265.1451 , 265.148  , ..., 265.13934, 265.14224,\n",
              "         265.14224],\n",
              "        [264.21973, 264.21973, 264.21973, ..., 264.21973, 264.21973,\n",
              "         264.21973]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003eu_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0009155 0.0009155 ... 0.0001379\u003c/div\u003e\u003cinput id='attrs-4978cacc-e62c-493b-a2bd-c8ab92642079' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-4978cacc-e62c-493b-a2bd-c8ab92642079' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-99a203e9-cbf8-4395-bdb3-1648a45ac2df' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-99a203e9-cbf8-4395-bdb3-1648a45ac2df' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eU component of wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eu\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eeastward_wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em s**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[ 9.1552734e-04,  9.1552734e-04,  9.1552734e-04, ...,\n",
              "          9.1552734e-04,  9.1552734e-04,  9.1552734e-04],\n",
              "        [-7.2857712e+01, -7.2929581e+01, -7.3001465e+01, ...,\n",
              "         -7.2642075e+01, -7.2719086e+01, -7.2790955e+01],\n",
              "        [-7.1071030e+01, -7.1132629e+01, -7.1189102e+01, ...,\n",
              "         -7.0891327e+01, -7.0952942e+01, -7.1014542e+01],\n",
              "        ...,\n",
              "        [-5.8366051e+00, -5.8366051e+00, -5.8263359e+00, ...,\n",
              "         -5.8417358e+00, -5.8417358e+00, -5.8417358e+00],\n",
              "        [-5.1742973e+00, -5.1640320e+00, -5.1640320e+00, ...,\n",
              "         -5.1794319e+00, -5.1794319e+00, -5.1742973e+00],\n",
              "        [ 9.1552734e-04,  9.1552734e-04,  9.1552734e-04, ...,\n",
              "          9.1552734e-04,  9.1552734e-04,  9.1552734e-04]],\n",
              "\n",
              "       [[-3.9215088e-03, -3.9215088e-03, -3.9215088e-03, ...,\n",
              "         -3.9215088e-03, -3.9215088e-03, -3.9215088e-03],\n",
              "        [-7.7653847e+01, -7.7849472e+01, -7.8036003e+01, ...,\n",
              "         -7.7076073e+01, -7.7267143e+01, -7.7462776e+01],\n",
              "        [-7.4996971e+01, -7.5174400e+01, -7.5347282e+01, ...,\n",
              "         -7.4455589e+01, -7.4637566e+01, -7.4814995e+01],\n",
              "...\n",
              "        [-3.5480828e+00, -3.5559735e+00, -3.5638647e+00, ...,\n",
              "         -3.5234237e+00, -3.5313148e+00, -3.5401921e+00],\n",
              "        [-3.8844304e+00, -3.8903484e+00, -3.8972530e+00, ...,\n",
              "         -3.8637166e+00, -3.8706212e+00, -3.8775258e+00],\n",
              "        [-1.6009808e-04, -1.6009808e-04, -1.6009808e-04, ...,\n",
              "         -1.6009808e-04, -1.6009808e-04, -1.6009808e-04]],\n",
              "\n",
              "       [[ 1.3794005e-04,  1.3794005e-04,  1.3794005e-04, ...,\n",
              "          1.3794005e-04,  1.3794005e-04,  1.3794005e-04],\n",
              "        [-4.1117349e+00, -4.0995383e+00, -4.0865788e+00, ...,\n",
              "         -4.1498504e+00, -4.1376534e+00, -4.1246943e+00],\n",
              "        [-3.4828336e+00, -3.4713991e+00, -3.4607267e+00, ...,\n",
              "         -3.5156128e+00, -3.5049405e+00, -3.4935060e+00],\n",
              "        ...,\n",
              "        [-3.5400064e+00, -3.5476296e+00, -3.5552526e+00, ...,\n",
              "         -3.5156128e+00, -3.5239980e+00, -3.5316212e+00],\n",
              "        [-3.8891423e+00, -3.8960030e+00, -3.9028637e+00, ...,\n",
              "         -3.8685601e+00, -3.8754208e+00, -3.8822815e+00],\n",
              "        [ 1.3794005e-04,  1.3794005e-04,  1.3794005e-04, ...,\n",
              "          1.3794005e-04,  1.3794005e-04,  1.3794005e-04]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003ev_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e-0.001892 -0.001892 ... -0.0002121\u003c/div\u003e\u003cinput id='attrs-61aca21d-a89d-4ee8-be3a-a9f0d42c6835' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-61aca21d-a89d-4ee8-be3a-a9f0d42c6835' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-7757c924-a2ec-447d-a128-eda40be3e4b8' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-7757c924-a2ec-447d-a128-eda40be3e4b8' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eV component of wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ev\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003enorthward_wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em s**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[-1.8922091e-03, -1.8922091e-03, -1.8922091e-03, ...,\n",
              "         -1.8922091e-03, -1.8922091e-03, -1.8922091e-03],\n",
              "        [-1.7823963e+01, -1.7493050e+01, -1.7176317e+01, ...,\n",
              "         -1.8793068e+01, -1.8462154e+01, -1.8140696e+01],\n",
              "        [-1.6434126e+01, -1.6112667e+01, -1.5791206e+01, ...,\n",
              "         -1.7393776e+01, -1.7072315e+01, -1.6750856e+01],\n",
              "        ...,\n",
              "        [-1.1742725e+00, -1.1979091e+00, -1.2215459e+00, ...,\n",
              "         -1.1128170e+00, -1.1364537e+00, -1.1600904e+00],\n",
              "        [-1.2073638e+00, -1.2310007e+00, -1.2451825e+00, ...,\n",
              "         -1.1411811e+00, -1.1648178e+00, -1.1884545e+00],\n",
              "        [-1.8922091e-03, -1.8922091e-03, -1.8922091e-03, ...,\n",
              "         -1.8922091e-03, -1.8922091e-03, -1.8922091e-03]],\n",
              "\n",
              "       [[-1.3887882e-03, -1.3887882e-03, -1.3887882e-03, ...,\n",
              "         -1.3887882e-03, -1.3887882e-03, -1.3887882e-03],\n",
              "        [-4.5171146e+01, -4.4818371e+01, -4.4475128e+01, ...,\n",
              "         -4.6196106e+01, -4.5852863e+01, -4.5514389e+01],\n",
              "        [-4.3459702e+01, -4.3125996e+01, -4.2787518e+01, ...,\n",
              "         -4.4470360e+01, -4.4131886e+01, -4.3798176e+01],\n",
              "...\n",
              "        [ 1.3083506e+00,  1.2899730e+00,  1.2715955e+00, ...,\n",
              "          1.3634832e+00,  1.3451056e+00,  1.3267281e+00],\n",
              "        [ 1.3379588e+00,  1.3185604e+00,  1.2991619e+00, ...,\n",
              "          1.3930914e+00,  1.3747139e+00,  1.3563364e+00],\n",
              "        [-5.3852797e-04, -5.3852797e-04, -5.3852797e-04, ...,\n",
              "         -5.3852797e-04, -5.3852797e-04, -5.3852797e-04]],\n",
              "\n",
              "       [[-2.1207333e-04, -2.1207333e-04, -2.1207333e-04, ...,\n",
              "         -2.1207333e-04, -2.1207333e-04, -2.1207333e-04],\n",
              "        [ 2.9363036e+00,  2.9519420e+00,  2.9675803e+00, ...,\n",
              "          2.8876514e+00,  2.9041586e+00,  2.9197969e+00],\n",
              "        [ 2.8190169e+00,  2.8329177e+00,  2.8450809e+00, ...,\n",
              "          2.7773147e+00,  2.7903466e+00,  2.8042474e+00],\n",
              "        ...,\n",
              "        [ 1.3029754e+00,  1.2847309e+00,  1.2664862e+00, ...,\n",
              "          1.3585782e+00,  1.3403335e+00,  1.3220890e+00],\n",
              "        [ 1.3394647e+00,  1.3194826e+00,  1.3012378e+00, ...,\n",
              "          1.3950675e+00,  1.3768227e+00,  1.3577094e+00],\n",
              "        [-2.1207333e-04, -2.1207333e-04, -2.1207333e-04, ...,\n",
              "         -2.1207333e-04, -2.1207333e-04, -2.1207333e-04]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_ice_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\u003c/div\u003e\u003cinput id='attrs-b4281d4c-3896-4b3a-abd7-b0d99e180e39' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-b4281d4c-3896-4b3a-abd7-b0d99e180e39' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-5942fa52-3569-4f5e-bf1f-fc0e4456d560' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-5942fa52-3569-4f5e-bf1f-fc0e4456d560' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific cloud ice water content\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eciwc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        ...,\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],\n",
              "\n",
              "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "...\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],\n",
              "\n",
              "       [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [6.4665946e-06, 6.4665946e-06, 6.4966152e-06, ...,\n",
              "         6.3182633e-06, 6.3783045e-06, 6.4083215e-06],\n",
              "        [4.8578950e-06, 4.9479531e-06, 4.9762057e-06, ...,\n",
              "         4.7678332e-06, 4.8578950e-06, 4.8879119e-06],\n",
              "        ...,\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
              "        [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
              "         0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_liquid_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\u003c/div\u003e\u003cinput id='attrs-2063b6e7-c338-4da9-8a67-36e134d9e1ad' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-2063b6e7-c338-4da9-8a67-36e134d9e1ad' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-f90decfc-9202-4fe0-a0f9-daefc700a025' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-f90decfc-9202-4fe0-a0f9-daefc700a025' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific cloud liquid water content\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eclwc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        ...,\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.]],\n",
              "\n",
              "       [[0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        ...,\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.]],\n",
              "\n",
              "       [[0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        ...,\n",
              "...\n",
              "        ...,\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.]],\n",
              "\n",
              "       [[0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        ...,\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.]],\n",
              "\n",
              "       [[0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        ...,\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.],\n",
              "        [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_ice_cover\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1.0 1.0 1.0 1.0 ... nan nan nan nan\u003c/div\u003e\u003cinput id='attrs-b70a6a00-01f9-4720-af4f-e28ba1e4a98e' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-b70a6a00-01f9-4720-af4f-e28ba1e4a98e' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-8604ff42-2430-4c8e-a0df-511f66788cc4' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-8604ff42-2430-4c8e-a0df-511f66788cc4' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSea ice area fraction\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esiconc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esea_ice_area_fraction\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e(0 - 1)\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[ 1.,  1.,  1., ...,  1.,  1.,  1.],\n",
              "       [ 1.,  1.,  1., ...,  1.,  1.,  1.],\n",
              "       [ 1.,  1.,  1., ...,  1.,  1.,  1.],\n",
              "       ...,\n",
              "       [nan, nan, nan, ..., nan, nan, nan],\n",
              "       [nan, nan, nan, ..., nan, nan, nan],\n",
              "       [nan, nan, nan, ..., nan, nan, nan]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_surface_temperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e271.5 271.5 271.5 ... nan nan nan\u003c/div\u003e\u003cinput id='attrs-2d239354-c076-4a60-8c15-d76e9c2e1f82' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-2d239354-c076-4a60-8c15-d76e9c2e1f82' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-63fc3c1e-559a-4966-b2da-6cd47854217d' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-63fc3c1e-559a-4966-b2da-6cd47854217d' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSea surface temperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esst\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eK\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[271.46036, 271.46036, 271.46036, ..., 271.46036, 271.46036,\n",
              "        271.46036],\n",
              "       [271.46036, 271.46036, 271.46036, ..., 271.46036, 271.46036,\n",
              "        271.46036],\n",
              "       [271.46036, 271.46036, 271.46036, ..., 271.46036, 271.46036,\n",
              "        271.46036],\n",
              "       ...,\n",
              "       [      nan,       nan,       nan, ...,       nan,       nan,\n",
              "              nan],\n",
              "       [      nan,       nan,       nan, ...,       nan,       nan,\n",
              "              nan],\n",
              "       [      nan,       nan,       nan, ...,       nan,       nan,\n",
              "              nan]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-2fca43ac-d55e-4d87-9259-fc3dd4c2c558' class='xr-section-summary-in' type='checkbox'  \u003e\u003clabel for='section-2fca43ac-d55e-4d87-9259-fc3dd4c2c558' class='xr-section-summary' \u003eIndexes: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elatitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-3e44a26e-b8ce-41ff-8e1f-eb85ff0a53f9' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-3e44a26e-b8ce-41ff-8e1f-eb85ff0a53f9' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([  90.0,  89.75,   89.5,  89.25,   89.0,  88.75,   88.5,  88.25,   88.0,\n",
              "        87.75,\n",
              "       ...\n",
              "       -87.75,  -88.0, -88.25,  -88.5, -88.75,  -89.0, -89.25,  -89.5, -89.75,\n",
              "        -90.0],\n",
              "      dtype=\u0026#x27;float32\u0026#x27;, name=\u0026#x27;latitude\u0026#x27;, length=721))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elevel\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-a3f25bd7-9a5f-42f1-ab16-9affd9f4d02c' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-a3f25bd7-9a5f-42f1-ab16-9affd9f4d02c' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000],\n",
              "      dtype=\u0026#x27;int64\u0026#x27;, name=\u0026#x27;level\u0026#x27;))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elongitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-c2e7cf0d-48a1-42ab-80d0-2fc4c8b2a0f7' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-c2e7cf0d-48a1-42ab-80d0-2fc4c8b2a0f7' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   0.0,   0.25,    0.5,   0.75,    1.0,   1.25,    1.5,   1.75,    2.0,\n",
              "         2.25,\n",
              "       ...\n",
              "        357.5, 357.75,  358.0, 358.25,  358.5, 358.75,  359.0, 359.25,  359.5,\n",
              "       359.75],\n",
              "      dtype=\u0026#x27;float32\u0026#x27;, name=\u0026#x27;longitude\u0026#x27;, length=1440))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-2d038e70-7ddf-435a-95e3-e5dfd0c16f1b' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-2d038e70-7ddf-435a-95e3-e5dfd0c16f1b' class='xr-section-summary'  title='Expand/collapse section'\u003eAttributes: \u003cspan\u003e(0)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e"
            ],
            "text/plain": [
              "\u003cxarray.Dataset\u003e\n",
              "Dimensions:                              (level: 37, latitude: 721,\n",
              "                                          longitude: 1440)\n",
              "Coordinates:\n",
              "  * latitude                             (latitude) float32 90.0 89.75 ... -90.0\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "  * longitude                            (longitude) float32 0.0 0.25 ... 359.8\n",
              "    time                                 datetime64[ns] 2020-01-01\n",
              "Data variables:\n",
              "    geopotential                         (level, latitude, longitude) float32 ...\n",
              "    specific_humidity                    (level, latitude, longitude) float32 ...\n",
              "    temperature                          (level, latitude, longitude) float32 ...\n",
              "    u_component_of_wind                  (level, latitude, longitude) float32 ...\n",
              "    v_component_of_wind                  (level, latitude, longitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (level, latitude, longitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (level, latitude, longitude) float32 ...\n",
              "    sea_ice_cover                        (latitude, longitude) float32 1.0 .....\n",
              "    sea_surface_temperature              (latitude, longitude) float32 271.5 ..."
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sliced_era5"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "-p2scDCmZj3x"
      },
      "outputs": [],
      "source": [
        "regridded = xarray_utils.regrid(sliced_era5, regridder)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "DyE7FSUfZj3x"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\u003cdiv\u003e\u003csvg style=\"position: absolute; width: 0; height: 0; overflow: hidden\"\u003e\n",
              "\u003cdefs\u003e\n",
              "\u003csymbol id=\"icon-database\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003csymbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003c/defs\u003e\n",
              "\u003c/svg\u003e\n",
              "\u003cstyle\u003e/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
              " *\n",
              " */\n",
              "\n",
              ":root {\n",
              "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
              "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
              "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
              "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
              "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
              "  --xr-background-color: var(--jp-layout-color0, white);\n",
              "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
              "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
              "}\n",
              "\n",
              "html[theme=dark],\n",
              "body[data-theme=dark],\n",
              "body.vscode-dark {\n",
              "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
              "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
              "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
              "  --xr-border-color: #1F1F1F;\n",
              "  --xr-disabled-color: #515151;\n",
              "  --xr-background-color: #111111;\n",
              "  --xr-background-color-row-even: #111111;\n",
              "  --xr-background-color-row-odd: #313131;\n",
              "}\n",
              "\n",
              ".xr-wrap {\n",
              "  display: block !important;\n",
              "  min-width: 300px;\n",
              "  max-width: 700px;\n",
              "}\n",
              "\n",
              ".xr-text-repr-fallback {\n",
              "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-header {\n",
              "  padding-top: 6px;\n",
              "  padding-bottom: 6px;\n",
              "  margin-bottom: 4px;\n",
              "  border-bottom: solid 1px var(--xr-border-color);\n",
              "}\n",
              "\n",
              ".xr-header \u003e div,\n",
              ".xr-header \u003e ul {\n",
              "  display: inline;\n",
              "  margin-top: 0;\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-obj-type,\n",
              ".xr-array-name {\n",
              "  margin-left: 2px;\n",
              "  margin-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-obj-type {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-sections {\n",
              "  padding-left: 0 !important;\n",
              "  display: grid;\n",
              "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
              "}\n",
              "\n",
              ".xr-section-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-section-item input {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-item input + label {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label {\n",
              "  cursor: pointer;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label:hover {\n",
              "  color: var(--xr-font-color0);\n",
              "}\n",
              "\n",
              ".xr-section-summary {\n",
              "  grid-column: 1;\n",
              "  color: var(--xr-font-color2);\n",
              "  font-weight: 500;\n",
              "}\n",
              "\n",
              ".xr-section-summary \u003e span {\n",
              "  display: inline-block;\n",
              "  padding-left: 0.5em;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in + label:before {\n",
              "  display: inline-block;\n",
              "  content: '►';\n",
              "  font-size: 11px;\n",
              "  width: 15px;\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label:before {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label:before {\n",
              "  content: '▼';\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label \u003e span {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-summary,\n",
              ".xr-section-inline-details {\n",
              "  padding-top: 4px;\n",
              "  padding-bottom: 4px;\n",
              "}\n",
              "\n",
              ".xr-section-inline-details {\n",
              "  grid-column: 2 / -1;\n",
              "}\n",
              "\n",
              ".xr-section-details {\n",
              "  display: none;\n",
              "  grid-column: 1 / -1;\n",
              "  margin-bottom: 5px;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked ~ .xr-section-details {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-array-wrap {\n",
              "  grid-column: 1 / -1;\n",
              "  display: grid;\n",
              "  grid-template-columns: 20px auto;\n",
              "}\n",
              "\n",
              ".xr-array-wrap \u003e label {\n",
              "  grid-column: 1;\n",
              "  vertical-align: top;\n",
              "}\n",
              "\n",
              ".xr-preview {\n",
              "  color: var(--xr-font-color3);\n",
              "}\n",
              "\n",
              ".xr-array-preview,\n",
              ".xr-array-data {\n",
              "  padding: 0 5px !important;\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-array-data,\n",
              ".xr-array-in:checked ~ .xr-array-preview {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-array-in:checked ~ .xr-array-data,\n",
              ".xr-array-preview {\n",
              "  display: inline-block;\n",
              "}\n",
              "\n",
              ".xr-dim-list {\n",
              "  display: inline-block !important;\n",
              "  list-style: none;\n",
              "  padding: 0 !important;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list li {\n",
              "  display: inline-block;\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list:before {\n",
              "  content: '(';\n",
              "}\n",
              "\n",
              ".xr-dim-list:after {\n",
              "  content: ')';\n",
              "}\n",
              "\n",
              ".xr-dim-list li:not(:last-child):after {\n",
              "  content: ',';\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-has-index {\n",
              "  font-weight: bold;\n",
              "}\n",
              "\n",
              ".xr-var-list,\n",
              ".xr-var-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e div,\n",
              ".xr-var-item label,\n",
              ".xr-var-item \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-even);\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e .xr-var-name:hover span {\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e div,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e label,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-odd);\n",
              "}\n",
              "\n",
              ".xr-var-name {\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-var-dims {\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-var-dtype {\n",
              "  grid-column: 3;\n",
              "  text-align: right;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-preview {\n",
              "  grid-column: 4;\n",
              "}\n",
              "\n",
              ".xr-index-preview {\n",
              "  grid-column: 2 / 5;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-name,\n",
              ".xr-var-dims,\n",
              ".xr-var-dtype,\n",
              ".xr-preview,\n",
              ".xr-attrs dt {\n",
              "  white-space: nowrap;\n",
              "  overflow: hidden;\n",
              "  text-overflow: ellipsis;\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-var-name:hover,\n",
              ".xr-var-dims:hover,\n",
              ".xr-var-dtype:hover,\n",
              ".xr-attrs dt:hover {\n",
              "  overflow: visible;\n",
              "  width: auto;\n",
              "  z-index: 1;\n",
              "}\n",
              "\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  display: none;\n",
              "  background-color: var(--xr-background-color) !important;\n",
              "  padding-bottom: 5px !important;\n",
              "}\n",
              "\n",
              ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
              ".xr-var-data-in:checked ~ .xr-var-data,\n",
              ".xr-index-data-in:checked ~ .xr-index-data {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              ".xr-var-data \u003e table {\n",
              "  float: right;\n",
              "}\n",
              "\n",
              ".xr-var-name span,\n",
              ".xr-var-data,\n",
              ".xr-index-name div,\n",
              ".xr-index-data,\n",
              ".xr-attrs {\n",
              "  padding-left: 25px !important;\n",
              "}\n",
              "\n",
              ".xr-attrs,\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  grid-column: 1 / -1;\n",
              "}\n",
              "\n",
              "dl.xr-attrs {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  display: grid;\n",
              "  grid-template-columns: 125px auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt,\n",
              ".xr-attrs dd {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  float: left;\n",
              "  padding-right: 10px;\n",
              "  width: auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt {\n",
              "  font-weight: normal;\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-attrs dt:hover span {\n",
              "  display: inline-block;\n",
              "  background: var(--xr-background-color);\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-attrs dd {\n",
              "  grid-column: 2;\n",
              "  white-space: pre-wrap;\n",
              "  word-break: break-all;\n",
              "}\n",
              "\n",
              ".xr-icon-database,\n",
              ".xr-icon-file-text2,\n",
              ".xr-no-icon {\n",
              "  display: inline-block;\n",
              "  vertical-align: middle;\n",
              "  width: 1em;\n",
              "  height: 1.5em !important;\n",
              "  stroke-width: 0;\n",
              "  stroke: currentColor;\n",
              "  fill: currentColor;\n",
              "}\n",
              "\u003c/style\u003e\u003cpre class='xr-text-repr-fallback'\u003e\u0026lt;xarray.Dataset\u0026gt;\n",
              "Dimensions:                              (level: 37, longitude: 128,\n",
              "                                          latitude: 64)\n",
              "Coordinates:\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "    time                                 datetime64[ns] 2020-01-01\n",
              "  * longitude                            (longitude) float64 0.0 2.812 ... 357.2\n",
              "  * latitude                             (latitude) float64 -87.86 ... 87.86\n",
              "Data variables:\n",
              "    geopotential                         (level, longitude, latitude) float32 ...\n",
              "    specific_humidity                    (level, longitude, latitude) float32 ...\n",
              "    temperature                          (level, longitude, latitude) float32 ...\n",
              "    u_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    v_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (level, longitude, latitude) float32 ...\n",
              "    sea_ice_cover                        (longitude, latitude) float32 nan .....\n",
              "    sea_surface_temperature              (longitude, latitude) float32 nan .....\u003c/pre\u003e\u003cdiv class='xr-wrap' style='display:none'\u003e\u003cdiv class='xr-header'\u003e\u003cdiv class='xr-obj-type'\u003exarray.Dataset\u003c/div\u003e\u003c/div\u003e\u003cul class='xr-sections'\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-0c02ca8d-c4f6-4da7-a448-e1f01c692266' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-0c02ca8d-c4f6-4da7-a448-e1f01c692266' class='xr-section-summary'  title='Expand/collapse section'\u003eDimensions:\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003cul class='xr-dim-list'\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e: 37\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e: 128\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e: 64\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-c2fb3c1d-946f-4782-a67b-3a76ab394fe7' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-c2fb3c1d-946f-4782-a67b-3a76ab394fe7' class='xr-section-summary' \u003eCoordinates: \u003cspan\u003e(4)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003eint64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1 2 3 5 7 ... 900 925 950 975 1000\u003c/div\u003e\u003cinput id='attrs-a55d6057-c3e5-49fc-bbae-5325289b6306' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-a55d6057-c3e5-49fc-bbae-5325289b6306' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-4451b447-f5b4-46ba-9e8b-3dbeb7a2508a' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-4451b447-f5b4-46ba-9e8b-3dbeb7a2508a' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003etime\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e()\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003edatetime64[ns]\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e2020-01-01\u003c/div\u003e\u003cinput id='attrs-fcfb534b-6a42-4bd5-9527-60bd57daf8e4' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-fcfb534b-6a42-4bd5-9527-60bd57daf8e4' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-c1fff256-3c4e-476d-aa24-a3a8bacabdae' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-c1fff256-3c4e-476d-aa24-a3a8bacabdae' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray(\u0026#x27;2020-01-01T00:00:00.000000000\u0026#x27;, dtype=\u0026#x27;datetime64[ns]\u0026#x27;)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 2.812 5.625 ... 354.4 357.2\u003c/div\u003e\u003cinput id='attrs-7767bbdb-b7cd-43bb-ba75-c5620ac3b23b' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-7767bbdb-b7cd-43bb-ba75-c5620ac3b23b' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-ef144f1b-6943-436f-8492-5522bade0cae' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-ef144f1b-6943-436f-8492-5522bade0cae' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([  0.    ,   2.8125,   5.625 ,   8.4375,  11.25  ,  14.0625,  16.875 ,\n",
              "        19.6875,  22.5   ,  25.3125,  28.125 ,  30.9375,  33.75  ,  36.5625,\n",
              "        39.375 ,  42.1875,  45.    ,  47.8125,  50.625 ,  53.4375,  56.25  ,\n",
              "        59.0625,  61.875 ,  64.6875,  67.5   ,  70.3125,  73.125 ,  75.9375,\n",
              "        78.75  ,  81.5625,  84.375 ,  87.1875,  90.    ,  92.8125,  95.625 ,\n",
              "        98.4375, 101.25  , 104.0625, 106.875 , 109.6875, 112.5   , 115.3125,\n",
              "       118.125 , 120.9375, 123.75  , 126.5625, 129.375 , 132.1875, 135.    ,\n",
              "       137.8125, 140.625 , 143.4375, 146.25  , 149.0625, 151.875 , 154.6875,\n",
              "       157.5   , 160.3125, 163.125 , 165.9375, 168.75  , 171.5625, 174.375 ,\n",
              "       177.1875, 180.    , 182.8125, 185.625 , 188.4375, 191.25  , 194.0625,\n",
              "       196.875 , 199.6875, 202.5   , 205.3125, 208.125 , 210.9375, 213.75  ,\n",
              "       216.5625, 219.375 , 222.1875, 225.    , 227.8125, 230.625 , 233.4375,\n",
              "       236.25  , 239.0625, 241.875 , 244.6875, 247.5   , 250.3125, 253.125 ,\n",
              "       255.9375, 258.75  , 261.5625, 264.375 , 267.1875, 270.    , 272.8125,\n",
              "       275.625 , 278.4375, 281.25  , 284.0625, 286.875 , 289.6875, 292.5   ,\n",
              "       295.3125, 298.125 , 300.9375, 303.75  , 306.5625, 309.375 , 312.1875,\n",
              "       315.    , 317.8125, 320.625 , 323.4375, 326.25  , 329.0625, 331.875 ,\n",
              "       334.6875, 337.5   , 340.3125, 343.125 , 345.9375, 348.75  , 351.5625,\n",
              "       354.375 , 357.1875])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e-87.86 -85.1 -82.31 ... 85.1 87.86\u003c/div\u003e\u003cinput id='attrs-40d70149-86ad-4929-b137-7bd2febff117' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-40d70149-86ad-4929-b137-7bd2febff117' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-af5e1b10-f401-45e7-95b6-e51ba6b76fa3' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-af5e1b10-f401-45e7-95b6-e51ba6b76fa3' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([-87.863799, -85.096527, -82.312913, -79.525607, -76.7369  , -73.947515,\n",
              "       -71.157752, -68.367756, -65.577607, -62.787352, -59.99702 , -57.206632,\n",
              "       -54.4162  , -51.625734, -48.835241, -46.044727, -43.254195, -40.463648,\n",
              "       -37.67309 , -34.882521, -32.091944, -29.30136 , -26.510769, -23.720174,\n",
              "       -20.929574, -18.138971, -15.348365, -12.557756,  -9.767146,  -6.976534,\n",
              "        -4.185921,  -1.395307,   1.395307,   4.185921,   6.976534,   9.767146,\n",
              "        12.557756,  15.348365,  18.138971,  20.929574,  23.720174,  26.510769,\n",
              "        29.30136 ,  32.091944,  34.882521,  37.67309 ,  40.463648,  43.254195,\n",
              "        46.044727,  48.835241,  51.625734,  54.4162  ,  57.206632,  59.99702 ,\n",
              "        62.787352,  65.577607,  68.367756,  71.157752,  73.947515,  76.7369  ,\n",
              "        79.525607,  82.312913,  85.096527,  87.863799])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-ef7d317f-8d0b-4258-87bb-c1ff5922836d' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-ef7d317f-8d0b-4258-87bb-c1ff5922836d' class='xr-section-summary' \u003eData variables: \u003cspan\u003e(9)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003egeopotential\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e4.931e+05 4.928e+05 ... -72.61\u003c/div\u003e\u003cinput id='attrs-852f23d8-38f6-4dcd-b514-01c4c5018a0a' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-852f23d8-38f6-4dcd-b514-01c4c5018a0a' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-e62fb0e4-2ae8-461e-87cb-dcaf9e9575c2' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-e62fb0e4-2ae8-461e-87cb-dcaf9e9575c2' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[ 4.9305119e+05,  4.9281669e+05,  4.9248794e+05, ...,\n",
              "          4.2202688e+05,  4.2354853e+05,  4.2598703e+05],\n",
              "        [ 4.9304959e+05,  4.9281319e+05,  4.9246266e+05, ...,\n",
              "          4.2201378e+05,  4.2356706e+05,  4.2597228e+05],\n",
              "        [ 4.9304884e+05,  4.9280950e+05,  4.9243981e+05, ...,\n",
              "          4.2200138e+05,  4.2359141e+05,  4.2596366e+05],\n",
              "        ...,\n",
              "        [ 4.9306038e+05,  4.9282588e+05,  4.9253734e+05, ...,\n",
              "          4.2201681e+05,  4.2354159e+05,  4.2607175e+05],\n",
              "        [ 4.9305641e+05,  4.9282275e+05,  4.9252575e+05, ...,\n",
              "          4.2203122e+05,  4.2353309e+05,  4.2603647e+05],\n",
              "        [ 4.9305338e+05,  4.9281953e+05,  4.9250997e+05, ...,\n",
              "          4.2203416e+05,  4.2353716e+05,  4.2600831e+05]],\n",
              "\n",
              "       [[ 4.3545066e+05,  4.3527394e+05,  4.3502753e+05, ...,\n",
              "          3.7041806e+05,  3.7218562e+05,  3.7458788e+05],\n",
              "        [ 4.3544572e+05,  4.3526412e+05,  4.3500553e+05, ...,\n",
              "          3.7032141e+05,  3.7210106e+05,  3.7453666e+05],\n",
              "        [ 4.3544109e+05,  4.3525709e+05,  4.3499109e+05, ...,\n",
              "          3.7023650e+05,  3.7202634e+05,  3.7449247e+05],\n",
              "...\n",
              "        [ 1.5491930e+03,  1.4529542e+03,  1.5433567e+03, ...,\n",
              "          1.5556469e+03,  1.7373964e+03,  1.7505219e+03],\n",
              "        [ 1.5358258e+03,  1.4250341e+03,  1.5151040e+03, ...,\n",
              "          1.5018232e+03,  1.7054231e+03,  1.7437123e+03],\n",
              "        [ 1.5219159e+03,  1.3993444e+03,  1.4990708e+03, ...,\n",
              "          1.4773102e+03,  1.6830845e+03,  1.7363395e+03]],\n",
              "\n",
              "       [[-4.5016846e+02, -5.8576770e+02, -4.4697241e+02, ...,\n",
              "         -3.8915100e+02, -1.6458105e+02, -7.9426353e+01],\n",
              "        [-4.6841333e+02, -6.0912671e+02, -4.1735733e+02, ...,\n",
              "         -3.7578040e+02, -1.7473563e+02, -8.4773727e+01],\n",
              "        [-4.8782425e+02, -6.2837616e+02, -3.9926163e+02, ...,\n",
              "         -3.6105856e+02, -1.8367369e+02, -8.9417328e+01],\n",
              "        ...,\n",
              "        [-4.0496393e+02, -5.0315836e+02, -4.1238962e+02, ...,\n",
              "         -2.8317926e+02, -8.3440125e+01, -5.6128429e+01],\n",
              "        [-4.1925177e+02, -5.3351111e+02, -4.4370355e+02, ...,\n",
              "         -3.5293188e+02, -1.2125549e+02, -6.4145691e+01],\n",
              "        [-4.3411987e+02, -5.6144171e+02, -4.6169672e+02, ...,\n",
              "         -3.8372891e+02, -1.4654645e+02, -7.2613457e+01]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_humidity\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e3.952e-06 3.941e-06 ... 0.0004169\u003c/div\u003e\u003cinput id='attrs-00f9d59b-7f57-4890-a0bc-4c35292dd563' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-00f9d59b-7f57-4890-a0bc-4c35292dd563' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-ef339823-c70a-4f83-83f4-0e08c5a7e89e' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-ef339823-c70a-4f83-83f4-0e08c5a7e89e' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[3.9519559e-06, 3.9407696e-06, 3.9319380e-06, ...,\n",
              "         3.6398685e-06, 3.7301304e-06, 3.7999671e-06],\n",
              "        [3.9527094e-06, 3.9412780e-06, 3.9326223e-06, ...,\n",
              "         3.6628430e-06, 3.6964684e-06, 3.7878347e-06],\n",
              "        [3.9536308e-06, 3.9418119e-06, 3.9334850e-06, ...,\n",
              "         3.6922220e-06, 3.6669503e-06, 3.7749990e-06],\n",
              "        ...,\n",
              "        [3.9503711e-06, 3.9400879e-06, 3.9321067e-06, ...,\n",
              "         3.6534691e-06, 3.8553571e-06, 3.8314324e-06],\n",
              "        [3.9508254e-06, 3.9401339e-06, 3.9315560e-06, ...,\n",
              "         3.6165629e-06, 3.8099988e-06, 3.8219323e-06],\n",
              "        [3.9513766e-06, 3.9403703e-06, 3.9315273e-06, ...,\n",
              "         3.6190488e-06, 3.7682712e-06, 3.8113028e-06]],\n",
              "\n",
              "       [[3.7639279e-06, 3.7558102e-06, 3.7438965e-06, ...,\n",
              "         3.4663726e-06, 3.5292533e-06, 3.4962168e-06],\n",
              "        [3.7632676e-06, 3.7558073e-06, 3.7431525e-06, ...,\n",
              "         3.4624261e-06, 3.5278508e-06, 3.4975180e-06],\n",
              "        [3.7625930e-06, 3.7557977e-06, 3.7421833e-06, ...,\n",
              "         3.4604013e-06, 3.5268770e-06, 3.4983118e-06],\n",
              "...\n",
              "        [4.5857692e-04, 7.1053870e-04, 1.0684422e-03, ...,\n",
              "         6.1181054e-04, 4.6718863e-04, 3.9794957e-04],\n",
              "        [4.5445366e-04, 7.4379815e-04, 1.0839119e-03, ...,\n",
              "         7.6615636e-04, 5.2067271e-04, 4.0627326e-04],\n",
              "        [4.5124625e-04, 7.7335635e-04, 1.0722929e-03, ...,\n",
              "         8.2662300e-04, 5.4431177e-04, 4.1253545e-04]],\n",
              "\n",
              "       [[4.4952298e-04, 8.0081768e-04, 1.0228811e-03, ...,\n",
              "         8.6930627e-04, 5.7046843e-04, 4.1675972e-04],\n",
              "        [4.5030177e-04, 8.2116068e-04, 9.6349220e-04, ...,\n",
              "         8.2767388e-04, 5.3951092e-04, 4.2067221e-04],\n",
              "        [4.5333232e-04, 8.3688885e-04, 9.0196187e-04, ...,\n",
              "         7.8868656e-04, 4.9214344e-04, 4.1517828e-04],\n",
              "        ...,\n",
              "        [4.5858102e-04, 7.1049709e-04, 1.0684531e-03, ...,\n",
              "         6.5202400e-04, 5.0346047e-04, 4.1833729e-04],\n",
              "        [4.5446944e-04, 7.4379094e-04, 1.0839497e-03, ...,\n",
              "         8.0619234e-04, 5.5138016e-04, 4.1774189e-04],\n",
              "        [4.5125728e-04, 7.7341060e-04, 1.0722800e-03, ...,\n",
              "         8.5810269e-04, 5.7512213e-04, 4.1687815e-04]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003etemperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e288.4 288.0 287.3 ... 252.1 249.3\u003c/div\u003e\u003cinput id='attrs-5255f9a6-01c1-4a0b-80da-5e51585b5a0f' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-5255f9a6-01c1-4a0b-80da-5e51585b5a0f' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-0eb432dd-6c76-42a8-b466-813962923c75' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-0eb432dd-6c76-42a8-b466-813962923c75' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[288.36243, 288.04745, 287.302  , ..., 270.74457, 268.53735,\n",
              "         264.66653],\n",
              "        [288.4671 , 288.03537, 287.4441 , ..., 270.60117, 268.949  ,\n",
              "         264.87354],\n",
              "        [288.5831 , 288.01434, 287.66547, ..., 270.44174, 269.31628,\n",
              "         265.06152],\n",
              "        ...,\n",
              "        [288.12634, 288.128  , 287.7759 , ..., 270.60593, 266.98956,\n",
              "         263.97568],\n",
              "        [288.19193, 288.0829 , 287.46265, ..., 270.7843 , 267.56064,\n",
              "         264.21387],\n",
              "        [288.27045, 288.0592 , 287.2959 , ..., 270.81836, 268.07635,\n",
              "         264.44516]],\n",
              "\n",
              "       [[287.5528 , 286.25793, 285.99136, ..., 240.59488, 243.14934,\n",
              "         243.74176],\n",
              "        [287.47668, 286.3769 , 285.8644 , ..., 241.03624, 243.59564,\n",
              "         243.93556],\n",
              "        [287.39877, 286.4974 , 285.71658, ..., 241.52132, 244.05219,\n",
              "         244.1305 ],\n",
              "...\n",
              "        [265.63287, 267.0291 , 268.2937 , ..., 252.00374, 249.52458,\n",
              "         248.0936 ],\n",
              "        [265.7602 , 267.4296 , 268.75882, ..., 254.38548, 250.36769,\n",
              "         248.31914],\n",
              "        [265.90692, 267.80713, 269.06906, ..., 255.61389, 250.8233 ,\n",
              "         248.55559]],\n",
              "\n",
              "       [[267.3507 , 269.46594, 270.26764, ..., 257.58582, 251.97824,\n",
              "         249.40349],\n",
              "        [267.53604, 269.8219 , 269.8908 , ..., 257.61288, 251.4255 ,\n",
              "         249.46971],\n",
              "        [267.73395, 270.13663, 269.53668, ..., 257.19714, 250.70784,\n",
              "         249.41759],\n",
              "        ...,\n",
              "        [266.91724, 268.32144, 269.5904 , ..., 253.31148, 250.89351,\n",
              "         248.95958],\n",
              "        [267.04385, 268.7188 , 270.0572 , ..., 255.62651, 251.69797,\n",
              "         249.10802],\n",
              "        [267.18747, 269.10104, 270.36728, ..., 256.68204, 252.08287,\n",
              "         249.27045]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003eu_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e-10.71 -14.92 ... -0.5274 2.565\u003c/div\u003e\u003cinput id='attrs-16dfc2ab-ffc1-4592-870c-0ae5435412d6' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-16dfc2ab-ffc1-4592-870c-0ae5435412d6' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-28494655-529e-4874-882d-60ad6a654425' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-28494655-529e-4874-882d-60ad6a654425' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[-1.07078362e+01, -1.49225235e+01, -1.58517237e+01, ...,\n",
              "         -3.12644005e+01, -3.84384079e+01, -5.75679588e+01],\n",
              "        [-1.07316151e+01, -1.51179533e+01, -1.54758263e+01, ...,\n",
              "         -3.32729340e+01, -3.80187454e+01, -5.75116081e+01],\n",
              "        [-1.07348022e+01, -1.53051252e+01, -1.52670460e+01, ...,\n",
              "         -3.52321930e+01, -3.76751709e+01, -5.73565521e+01],\n",
              "        ...,\n",
              "        [-1.04785795e+01, -1.43591013e+01, -1.68929005e+01, ...,\n",
              "         -2.69036579e+01, -4.01098671e+01, -5.70522385e+01],\n",
              "        [-1.05840788e+01, -1.45580397e+01, -1.67221851e+01, ...,\n",
              "         -2.78724098e+01, -3.95042610e+01, -5.73490257e+01],\n",
              "        [-1.06596584e+01, -1.47381201e+01, -1.63187618e+01, ...,\n",
              "         -2.93885059e+01, -3.89362946e+01, -5.75168419e+01]],\n",
              "\n",
              "       [[-4.49277020e+00, -1.69907999e+00, -7.23468590e+00, ...,\n",
              "         -3.04546051e+01, -4.38028412e+01, -5.77509232e+01],\n",
              "        [-4.73197985e+00, -1.83018112e+00, -7.12606049e+00, ...,\n",
              "         -3.01789227e+01, -4.39633369e+01, -5.88077393e+01],\n",
              "        [-4.96863413e+00, -2.02444530e+00, -6.95506811e+00, ...,\n",
              "         -2.99233532e+01, -4.40043030e+01, -5.97144241e+01],\n",
              "...\n",
              "          1.18201900e+00,  2.74014503e-01,  4.98268700e+00],\n",
              "        [-2.77738595e+00, -4.48968709e-01,  6.73913181e-01, ...,\n",
              "         -1.84859335e+00, -4.13959861e-01,  4.43535089e+00],\n",
              "        [-2.76200461e+00, -1.67899951e-01,  9.26688731e-01, ...,\n",
              "         -4.42918777e+00, -7.73585737e-01,  3.87109566e+00]],\n",
              "\n",
              "       [[-2.79845262e+00,  2.50849687e-02,  1.06202817e+00, ...,\n",
              "         -4.23742580e+00, -6.71216726e-01,  2.01348186e+00],\n",
              "        [-2.86307406e+00,  1.42907009e-01,  1.28367233e+00, ...,\n",
              "         -4.21474361e+00, -5.35199404e-01,  1.36143732e+00],\n",
              "        [-2.90909839e+00,  3.01504672e-01,  1.62408686e+00, ...,\n",
              "         -3.58707428e+00, -2.92514861e-01,  7.14427471e-01],\n",
              "        ...,\n",
              "        [-2.83276033e+00, -6.94286764e-01,  3.54614586e-01, ...,\n",
              "          1.53967011e+00,  5.59466958e-01,  3.23360705e+00],\n",
              "        [-2.77091885e+00, -4.48325694e-01,  6.73929930e-01, ...,\n",
              "         -1.16706467e+00, -8.58184174e-02,  2.96006036e+00],\n",
              "        [-2.75924850e+00, -1.68874428e-01,  9.26617026e-01, ...,\n",
              "         -3.08777213e+00, -5.27441025e-01,  2.56499124e+00]]],\n",
              "      dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003ev_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.5624 3.129 ... -5.072 -1.874\u003c/div\u003e\u003cinput id='attrs-278b7c23-372b-4dd4-9977-760fa8b80688' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-278b7c23-372b-4dd4-9977-760fa8b80688' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-906c1c47-d6a1-4fcd-b99c-23023b7b3c21' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-906c1c47-d6a1-4fcd-b99c-23023b7b3c21' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[ 5.62369347e-01,  3.12904596e+00,  3.28905821e+00, ...,\n",
              "         -1.14624298e+00,  6.67987764e-01, -1.00735559e+01],\n",
              "        [ 1.19602881e-01,  2.56983542e+00,  3.17612147e+00, ...,\n",
              "         -1.21682882e+00,  2.52342105e+00, -7.03548002e+00],\n",
              "        [-3.05437386e-01,  1.95000374e+00,  3.10555696e+00, ...,\n",
              "         -7.73418844e-01,  4.22846699e+00, -4.06944942e+00],\n",
              "        ...,\n",
              "        [ 1.91373813e+00,  4.56196737e+00,  3.97494626e+00, ...,\n",
              "          1.36899352e-01, -6.53450489e+00, -1.95738297e+01],\n",
              "        [ 1.46669352e+00,  4.10787535e+00,  3.66360331e+00, ...,\n",
              "         -1.01272956e-01, -3.76980543e+00, -1.63490410e+01],\n",
              "        [ 1.01406312e+00,  3.63484144e+00,  3.44336486e+00, ...,\n",
              "         -6.88134849e-01, -1.39977813e+00, -1.31808434e+01]],\n",
              "\n",
              "       [[ 4.49205732e+00,  4.86118221e+00,  5.52720594e+00, ...,\n",
              "         -1.46003284e+01, -1.97440567e+01, -3.34139938e+01],\n",
              "        [ 4.39446163e+00,  5.00817299e+00,  5.15488529e+00, ...,\n",
              "         -1.19860191e+01, -1.65069046e+01, -3.00360680e+01],\n",
              "        [ 4.28684235e+00,  5.12492561e+00,  5.05068159e+00, ...,\n",
              "         -9.46129227e+00, -1.33718691e+01, -2.66606712e+01],\n",
              "...\n",
              "         -9.82057476e+00, -8.87759399e+00, -3.20837045e+00],\n",
              "        [ 9.25065637e-01, -3.96291852e-01, -4.26949784e-02, ...,\n",
              "         -5.66999340e+00, -7.74449253e+00, -3.47850585e+00],\n",
              "        [ 7.77482867e-01, -7.25847006e-01, -1.01253772e+00, ...,\n",
              "         -1.84976971e+00, -6.39352798e+00, -3.61874294e+00]],\n",
              "\n",
              "       [[ 6.18953586e-01, -9.95385408e-01, -2.26794958e+00, ...,\n",
              "         -3.46666038e-01, -4.09911299e+00, -1.85584736e+00],\n",
              "        [ 4.72238809e-01, -1.17679870e+00, -2.96933770e+00, ...,\n",
              "          3.48359495e-02, -3.31565094e+00, -1.74541628e+00],\n",
              "        [ 3.41856360e-01, -1.31065261e+00, -3.17962456e+00, ...,\n",
              "         -1.42758593e-01, -2.86801124e+00, -1.58556974e+00],\n",
              "        ...,\n",
              "        [ 1.06102252e+00, -1.27455428e-01,  1.88982531e-01, ...,\n",
              "         -7.99344397e+00, -6.91053295e+00, -1.57421887e+00],\n",
              "        [ 9.27144527e-01, -3.95796210e-01, -4.36842293e-02, ...,\n",
              "         -4.94768047e+00, -6.07580996e+00, -1.77723598e+00],\n",
              "        [ 7.77229428e-01, -7.26570427e-01, -1.01224875e+00, ...,\n",
              "         -2.35039186e+00, -5.07207012e+00, -1.87439406e+00]]],\n",
              "      dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_ice_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 ... 2.692e-06 2.65e-07\u003c/div\u003e\u003cinput id='attrs-20abfcea-b75a-43d4-b7e7-7f9190f17a8c' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-20abfcea-b75a-43d4-b7e7-7f9190f17a8c' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-bee5df96-a60c-4915-943b-1780ea7c0ea1' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-bee5df96-a60c-4915-943b-1780ea7c0ea1' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        ...,\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
              "\n",
              "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "...\n",
              "        [0.00000000e+00, 1.64560572e-06, 5.64709853e-06, ...,\n",
              "         1.96963083e-05, 9.50724097e-06, 1.62833359e-07],\n",
              "        [0.00000000e+00, 2.28408658e-06, 3.91905587e-06, ...,\n",
              "         1.78835235e-05, 1.01665473e-05, 1.82737921e-07],\n",
              "        [2.05475037e-09, 2.82157930e-06, 3.93821711e-06, ...,\n",
              "         1.34553775e-05, 1.44447222e-05, 2.40543415e-07]],\n",
              "\n",
              "       [[1.30314310e-08, 3.12927159e-06, 5.27200791e-06, ...,\n",
              "         4.92851177e-06, 4.78329230e-06, 3.12211341e-07],\n",
              "        [1.45369814e-08, 2.95029668e-06, 6.60647993e-06, ...,\n",
              "         3.98930024e-06, 5.29263934e-06, 5.87691090e-07],\n",
              "        [8.23544397e-08, 3.03303591e-06, 6.10566576e-06, ...,\n",
              "         4.31788612e-06, 6.08941127e-06, 1.53821156e-06],\n",
              "        ...,\n",
              "        [0.00000000e+00, 1.64561675e-06, 5.64718903e-06, ...,\n",
              "         5.80156347e-06, 5.36724599e-07, 1.95239025e-07],\n",
              "        [0.00000000e+00, 2.28416138e-06, 3.91924868e-06, ...,\n",
              "         5.10019481e-06, 9.57569455e-07, 2.31184913e-07],\n",
              "        [2.07014517e-09, 2.82157816e-06, 3.93823893e-06, ...,\n",
              "         5.63942740e-06, 2.69213319e-06, 2.65006150e-07]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_liquid_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 ... 1.323e-06 0.0 0.0\u003c/div\u003e\u003cinput id='attrs-9a0ef5a9-6c12-4dd6-9bca-673d1ed4e504' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-9a0ef5a9-6c12-4dd6-9bca-673d1ed4e504' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-f089176a-43cc-4f6c-a2fa-d5b9939e7103' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-f089176a-43cc-4f6c-a2fa-d5b9939e7103' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        ...,\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
              "\n",
              "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "...\n",
              "        [0.00000000e+00, 4.94079870e-07, 1.53697306e-06, ...,\n",
              "         3.81527556e-08, 2.53744865e-08, 0.00000000e+00],\n",
              "        [0.00000000e+00, 8.67681479e-07, 1.40321549e-06, ...,\n",
              "         1.53334190e-06, 2.57109019e-08, 1.29323015e-08],\n",
              "        [0.00000000e+00, 5.37243977e-07, 3.59376713e-07, ...,\n",
              "         9.74205341e-06, 2.50844412e-08, 6.79430556e-08]],\n",
              "\n",
              "       [[0.00000000e+00, 1.77389676e-08, 1.51295798e-09, ...,\n",
              "         1.18857733e-05, 8.73087771e-08, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 5.70449323e-08, ...,\n",
              "         2.30554015e-05, 9.01112742e-07, 1.86262952e-08],\n",
              "        [0.00000000e+00, 0.00000000e+00, 1.48092747e-08, ...,\n",
              "         2.79331016e-05, 3.03874413e-06, 2.75438151e-06],\n",
              "        ...,\n",
              "        [0.00000000e+00, 4.92809932e-07, 1.53490646e-06, ...,\n",
              "         9.36441680e-09, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 8.77022842e-07, 1.40765167e-06, ...,\n",
              "         1.09220977e-07, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 5.33339573e-07, 3.64443423e-07, ...,\n",
              "         1.32275602e-06, 0.00000000e+00, 0.00000000e+00]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_ice_cover\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003enan nan nan ... 0.9296 0.9612 0.999\u003c/div\u003e\u003cinput id='attrs-e1951b61-6208-4e55-b9c5-edfb1f8c46db' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-e1951b61-6208-4e55-b9c5-edfb1f8c46db' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-cf3fd2d2-ad31-49c5-b770-7b316afe482d' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-cf3fd2d2-ad31-49c5-b770-7b316afe482d' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[       nan,        nan,        nan, ..., 0.9321593 , 0.9628787 ,\n",
              "        0.9998741 ],\n",
              "       [       nan,        nan,        nan, ..., 0.9286208 , 0.9628693 ,\n",
              "        1.        ],\n",
              "       [       nan,        nan,        nan, ..., 0.9254845 , 0.9662999 ,\n",
              "        1.        ],\n",
              "       ...,\n",
              "       [       nan,        nan,        nan, ..., 0.91576344, 0.9477381 ,\n",
              "        0.993273  ],\n",
              "       [       nan,        nan,        nan, ..., 0.92753214, 0.9557017 ,\n",
              "        0.99708956],\n",
              "       [       nan,        nan,        nan, ..., 0.9296039 , 0.961249  ,\n",
              "        0.9990286 ]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_surface_temperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003enan nan nan ... 271.5 271.5 271.5\u003c/div\u003e\u003cinput id='attrs-9a791fd5-b6f1-4c03-91d9-92f4ba2b728a' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-9a791fd5-b6f1-4c03-91d9-92f4ba2b728a' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-9c7dff9a-7364-4d1c-a02e-74252fc41525' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-9c7dff9a-7364-4d1c-a02e-74252fc41525' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[      nan,       nan,       nan, ..., 271.46033, 271.4604 ,\n",
              "        271.4603 ],\n",
              "       [      nan,       nan,       nan, ..., 271.46033, 271.4604 ,\n",
              "        271.4603 ],\n",
              "       [      nan,       nan,       nan, ..., 271.4603 , 271.46036,\n",
              "        271.4603 ],\n",
              "       ...,\n",
              "       [      nan,       nan,       nan, ..., 271.46033, 271.46036,\n",
              "        271.46033],\n",
              "       [      nan,       nan,       nan, ..., 271.46033, 271.46045,\n",
              "        271.46033],\n",
              "       [      nan,       nan,       nan, ..., 271.4603 , 271.46036,\n",
              "        271.46033]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-c5a28427-563e-48dd-8897-a610f7aaa6df' class='xr-section-summary-in' type='checkbox'  \u003e\u003clabel for='section-c5a28427-563e-48dd-8897-a610f7aaa6df' class='xr-section-summary' \u003eIndexes: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elevel\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-b03bed61-8746-47d2-a62b-0807c9317889' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-b03bed61-8746-47d2-a62b-0807c9317889' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000],\n",
              "      dtype=\u0026#x27;int64\u0026#x27;, name=\u0026#x27;level\u0026#x27;))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elongitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-90b49061-17c1-4e8f-85cb-010a9f7aca6d' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-90b49061-17c1-4e8f-85cb-010a9f7aca6d' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([     0.0,   2.8125,    5.625,   8.4375,    11.25,  14.0625,   16.875,\n",
              "        19.6875,     22.5,  25.3125,\n",
              "       ...\n",
              "        331.875, 334.6875,    337.5, 340.3125,  343.125, 345.9375,   348.75,\n",
              "       351.5625,  354.375, 357.1875],\n",
              "      dtype=\u0026#x27;float64\u0026#x27;, name=\u0026#x27;longitude\u0026#x27;, length=128))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elatitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-f0c22ddd-763d-4f1d-9523-02000c2389f6' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-f0c22ddd-763d-4f1d-9523-02000c2389f6' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([ -87.86379883923263,   -85.0965269883173,  -82.31291294788628,\n",
              "        -79.52560657265946,  -76.73689968036831,  -73.94751515398967,\n",
              "        -71.15775201158732,  -68.36775610831317,  -65.57760701082782,\n",
              "       -62.787351798963066,   -59.9970201084913, -57.206631527643246,\n",
              "        -54.41619952608621,  -51.62573367493825,  -48.83524096625059,\n",
              "       -46.044726631101675,  -43.25419466535093,  -40.46364817811504,\n",
              "        -37.67308962904533, -34.882520993773454,  -32.09194388174401,\n",
              "       -29.301359621762735, -26.510769325210994, -23.720173933534753,\n",
              "        -20.92957425448951, -18.138970990239358, -15.348364759491494,\n",
              "        -12.55775611523068,  -9.767145559195567,  -6.976533553948635,\n",
              "        -4.185920533189154, -1.3953069108194969,  1.3953069108194969,\n",
              "         4.185920533189154,   6.976533553948635,   9.767145559195567,\n",
              "         12.55775611523068,  15.348364759491494,  18.138970990239358,\n",
              "         20.92957425448951,  23.720173933534753,  26.510769325210994,\n",
              "        29.301359621762735,   32.09194388174401,  34.882520993773454,\n",
              "         37.67308962904533,   40.46364817811504,   43.25419466535093,\n",
              "        46.044726631101675,   48.83524096625059,   51.62573367493825,\n",
              "         54.41619952608621,  57.206631527643246,    59.9970201084913,\n",
              "        62.787351798963066,   65.57760701082782,   68.36775610831317,\n",
              "         71.15775201158732,   73.94751515398967,   76.73689968036831,\n",
              "         79.52560657265946,   82.31291294788628,    85.0965269883173,\n",
              "         87.86379883923263],\n",
              "      dtype=\u0026#x27;float64\u0026#x27;, name=\u0026#x27;latitude\u0026#x27;))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-3f3d7d7c-349c-4d27-856d-d7cfe184cb0a' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-3f3d7d7c-349c-4d27-856d-d7cfe184cb0a' class='xr-section-summary'  title='Expand/collapse section'\u003eAttributes: \u003cspan\u003e(0)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e"
            ],
            "text/plain": [
              "\u003cxarray.Dataset\u003e\n",
              "Dimensions:                              (level: 37, longitude: 128,\n",
              "                                          latitude: 64)\n",
              "Coordinates:\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "    time                                 datetime64[ns] 2020-01-01\n",
              "  * longitude                            (longitude) float64 0.0 2.812 ... 357.2\n",
              "  * latitude                             (latitude) float64 -87.86 ... 87.86\n",
              "Data variables:\n",
              "    geopotential                         (level, longitude, latitude) float32 ...\n",
              "    specific_humidity                    (level, longitude, latitude) float32 ...\n",
              "    temperature                          (level, longitude, latitude) float32 ...\n",
              "    u_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    v_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (level, longitude, latitude) float32 ...\n",
              "    sea_ice_cover                        (longitude, latitude) float32 nan .....\n",
              "    sea_surface_temperature              (longitude, latitude) float32 nan ....."
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "regridded"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JgnyOB81Zj3x"
      },
      "source": [
        "Looking at the data, we see that sea surface temperature is now on a much coarser grid (roughly 2.8°)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "MZeLMQDSZj3x"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "\u003cFigure size 500x250 with 2 Axes\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "\u003cFigure size 500x250 with 2 Axes\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sliced_era5.sea_surface_temperature.plot(x='longitude', y='latitude', aspect=2, size=2.5);\n",
        "regridded.sea_surface_temperature.plot(x='longitude', y='latitude', aspect=2, size=2.5);"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wqTQF_avZj3x"
      },
      "source": [
        "However, we still have missing values (NaN) in the locations shown in white over land. We'll fill those with values from the nearest non-missing locations:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "WdeYKp7NZj3x"
      },
      "outputs": [],
      "source": [
        "regridded_and_filled = xarray_utils.fill_nan_with_nearest(regridded)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "iKNE8Y12Zj3x"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "\u003cFigure size 500x250 with 2 Axes\u003e"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "regridded_and_filled.sea_surface_temperature.plot(x='longitude', y='latitude', aspect=2, size=2.5);"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M3RebbFpZj3x"
      },
      "source": [
        "Now we have a dataset ready for feeding into NeuralGCM!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "73Ay_bwYZj3x"
      },
      "source": [
        "## Converting to/from Xarray\n",
        "\n",
        "NeuralGCM's {ref}`learned-methods` transform data in the form of dictionaries of NumPy or JAX arrays:\n",
        "\n",
        "- Expected dict keys for `inputs` and `forcings` are indicated by `model.input_variables` and `model.forcing_variables`.\n",
        "- Dictionary values should be arrays with shape `(level, longitude, latitude)` or `(time, level, longitude, latitude)`, depending upon whether the function expects or produces outputs with a time axis. The `level` axis is size 1 for surface variables (i.e., sea surface temperature and sea ice concentration).\n",
        "- In addition to surface and 3D fields, a `sim_time` variable is used to calculate incident solar radiation. Unlike the other vairables, `sim_time` needs to be provided already converted into the model's internal non-dimensional units (JAX does not support NumPy's `datetime64` dtype)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tk2KPd2rZj3x"
      },
      "source": [
        "{py:meth}`~neuralgcm.PressureLevelModel.inputs_from_xarray` and {py:meth}`~neuralgcm.PressureLevelModel.forcings_from_xarray` convert `xarray.Dataset` objects with the appropriate variables into dictionary of array format, either with or without a leading time dimension:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {
        "id": "NLlFj3MmZj3x"
      },
      "outputs": [],
      "source": [
        "inputs = model.inputs_from_xarray(regridded_and_filled)\n",
        "forcings = model.forcings_from_xarray(regridded_and_filled)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "id": "tiylVqiLZj3x"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'geopotential': (37, 128, 64),\n",
              " 'sim_time': (),\n",
              " 'specific_cloud_ice_water_content': (37, 128, 64),\n",
              " 'specific_cloud_liquid_water_content': (37, 128, 64),\n",
              " 'specific_humidity': (37, 128, 64),\n",
              " 'temperature': (37, 128, 64),\n",
              " 'u_component_of_wind': (37, 128, 64),\n",
              " 'v_component_of_wind': (37, 128, 64)}"
            ]
          },
          "execution_count": 58,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "jax.tree.map(np.shape, inputs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "metadata": {
        "id": "Dpl8OKkVZj3x"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'sea_ice_cover': (1, 128, 64),\n",
              " 'sea_surface_temperature': (1, 128, 64),\n",
              " 'sim_time': ()}"
            ]
          },
          "execution_count": 61,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "jax.tree.map(np.shape, forcings)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nfo3B8BtZj3x"
      },
      "source": [
        "Notice that `sim_time` was calculated automatically. It can also be calculated explicitly from `numpy.datetime64` arrays using {py:meth}`~PressureLevelModel.datetime64_to_simtime`:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {
        "id": "ss4eM0IOZj3x"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array(188693.6256)"
            ]
          },
          "execution_count": 59,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "inputs['sim_time']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {
        "id": "Hphg7cM3Zj3x"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "188693.6256"
            ]
          },
          "execution_count": 64,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "model.datetime64_to_sim_time(regridded_and_filled.time.data)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e8qVSNfVZj3x"
      },
      "source": [
        "Outputs from NeuralGCM can be converted back into an `xarray.Dataset` with appropriate coordinates via {py:meth}`~PressureLevelModel.data_to_xarray`. Pass in `times=None` if there is no leading time-axis, or supply a 1D numpy array of time values:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "metadata": {
        "id": "mDK5naF9Zj3x"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\u003cdiv\u003e\u003csvg style=\"position: absolute; width: 0; height: 0; overflow: hidden\"\u003e\n",
              "\u003cdefs\u003e\n",
              "\u003csymbol id=\"icon-database\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003csymbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003c/defs\u003e\n",
              "\u003c/svg\u003e\n",
              "\u003cstyle\u003e/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
              " *\n",
              " */\n",
              "\n",
              ":root {\n",
              "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
              "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
              "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
              "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
              "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
              "  --xr-background-color: var(--jp-layout-color0, white);\n",
              "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
              "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
              "}\n",
              "\n",
              "html[theme=dark],\n",
              "body[data-theme=dark],\n",
              "body.vscode-dark {\n",
              "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
              "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
              "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
              "  --xr-border-color: #1F1F1F;\n",
              "  --xr-disabled-color: #515151;\n",
              "  --xr-background-color: #111111;\n",
              "  --xr-background-color-row-even: #111111;\n",
              "  --xr-background-color-row-odd: #313131;\n",
              "}\n",
              "\n",
              ".xr-wrap {\n",
              "  display: block !important;\n",
              "  min-width: 300px;\n",
              "  max-width: 700px;\n",
              "}\n",
              "\n",
              ".xr-text-repr-fallback {\n",
              "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-header {\n",
              "  padding-top: 6px;\n",
              "  padding-bottom: 6px;\n",
              "  margin-bottom: 4px;\n",
              "  border-bottom: solid 1px var(--xr-border-color);\n",
              "}\n",
              "\n",
              ".xr-header \u003e div,\n",
              ".xr-header \u003e ul {\n",
              "  display: inline;\n",
              "  margin-top: 0;\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-obj-type,\n",
              ".xr-array-name {\n",
              "  margin-left: 2px;\n",
              "  margin-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-obj-type {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-sections {\n",
              "  padding-left: 0 !important;\n",
              "  display: grid;\n",
              "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
              "}\n",
              "\n",
              ".xr-section-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-section-item input {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-item input + label {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label {\n",
              "  cursor: pointer;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label:hover {\n",
              "  color: var(--xr-font-color0);\n",
              "}\n",
              "\n",
              ".xr-section-summary {\n",
              "  grid-column: 1;\n",
              "  color: var(--xr-font-color2);\n",
              "  font-weight: 500;\n",
              "}\n",
              "\n",
              ".xr-section-summary \u003e span {\n",
              "  display: inline-block;\n",
              "  padding-left: 0.5em;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in + label:before {\n",
              "  display: inline-block;\n",
              "  content: '►';\n",
              "  font-size: 11px;\n",
              "  width: 15px;\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label:before {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label:before {\n",
              "  content: '▼';\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label \u003e span {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-summary,\n",
              ".xr-section-inline-details {\n",
              "  padding-top: 4px;\n",
              "  padding-bottom: 4px;\n",
              "}\n",
              "\n",
              ".xr-section-inline-details {\n",
              "  grid-column: 2 / -1;\n",
              "}\n",
              "\n",
              ".xr-section-details {\n",
              "  display: none;\n",
              "  grid-column: 1 / -1;\n",
              "  margin-bottom: 5px;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked ~ .xr-section-details {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-array-wrap {\n",
              "  grid-column: 1 / -1;\n",
              "  display: grid;\n",
              "  grid-template-columns: 20px auto;\n",
              "}\n",
              "\n",
              ".xr-array-wrap \u003e label {\n",
              "  grid-column: 1;\n",
              "  vertical-align: top;\n",
              "}\n",
              "\n",
              ".xr-preview {\n",
              "  color: var(--xr-font-color3);\n",
              "}\n",
              "\n",
              ".xr-array-preview,\n",
              ".xr-array-data {\n",
              "  padding: 0 5px !important;\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-array-data,\n",
              ".xr-array-in:checked ~ .xr-array-preview {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-array-in:checked ~ .xr-array-data,\n",
              ".xr-array-preview {\n",
              "  display: inline-block;\n",
              "}\n",
              "\n",
              ".xr-dim-list {\n",
              "  display: inline-block !important;\n",
              "  list-style: none;\n",
              "  padding: 0 !important;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list li {\n",
              "  display: inline-block;\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list:before {\n",
              "  content: '(';\n",
              "}\n",
              "\n",
              ".xr-dim-list:after {\n",
              "  content: ')';\n",
              "}\n",
              "\n",
              ".xr-dim-list li:not(:last-child):after {\n",
              "  content: ',';\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-has-index {\n",
              "  font-weight: bold;\n",
              "}\n",
              "\n",
              ".xr-var-list,\n",
              ".xr-var-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e div,\n",
              ".xr-var-item label,\n",
              ".xr-var-item \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-even);\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e .xr-var-name:hover span {\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e div,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e label,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-odd);\n",
              "}\n",
              "\n",
              ".xr-var-name {\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-var-dims {\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-var-dtype {\n",
              "  grid-column: 3;\n",
              "  text-align: right;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-preview {\n",
              "  grid-column: 4;\n",
              "}\n",
              "\n",
              ".xr-index-preview {\n",
              "  grid-column: 2 / 5;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-name,\n",
              ".xr-var-dims,\n",
              ".xr-var-dtype,\n",
              ".xr-preview,\n",
              ".xr-attrs dt {\n",
              "  white-space: nowrap;\n",
              "  overflow: hidden;\n",
              "  text-overflow: ellipsis;\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-var-name:hover,\n",
              ".xr-var-dims:hover,\n",
              ".xr-var-dtype:hover,\n",
              ".xr-attrs dt:hover {\n",
              "  overflow: visible;\n",
              "  width: auto;\n",
              "  z-index: 1;\n",
              "}\n",
              "\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  display: none;\n",
              "  background-color: var(--xr-background-color) !important;\n",
              "  padding-bottom: 5px !important;\n",
              "}\n",
              "\n",
              ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
              ".xr-var-data-in:checked ~ .xr-var-data,\n",
              ".xr-index-data-in:checked ~ .xr-index-data {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              ".xr-var-data \u003e table {\n",
              "  float: right;\n",
              "}\n",
              "\n",
              ".xr-var-name span,\n",
              ".xr-var-data,\n",
              ".xr-index-name div,\n",
              ".xr-index-data,\n",
              ".xr-attrs {\n",
              "  padding-left: 25px !important;\n",
              "}\n",
              "\n",
              ".xr-attrs,\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  grid-column: 1 / -1;\n",
              "}\n",
              "\n",
              "dl.xr-attrs {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  display: grid;\n",
              "  grid-template-columns: 125px auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt,\n",
              ".xr-attrs dd {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  float: left;\n",
              "  padding-right: 10px;\n",
              "  width: auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt {\n",
              "  font-weight: normal;\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-attrs dt:hover span {\n",
              "  display: inline-block;\n",
              "  background: var(--xr-background-color);\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-attrs dd {\n",
              "  grid-column: 2;\n",
              "  white-space: pre-wrap;\n",
              "  word-break: break-all;\n",
              "}\n",
              "\n",
              ".xr-icon-database,\n",
              ".xr-icon-file-text2,\n",
              ".xr-no-icon {\n",
              "  display: inline-block;\n",
              "  vertical-align: middle;\n",
              "  width: 1em;\n",
              "  height: 1.5em !important;\n",
              "  stroke-width: 0;\n",
              "  stroke: currentColor;\n",
              "  fill: currentColor;\n",
              "}\n",
              "\u003c/style\u003e\u003cpre class='xr-text-repr-fallback'\u003e\u0026lt;xarray.Dataset\u0026gt;\n",
              "Dimensions:                              (level: 37, longitude: 128,\n",
              "                                          latitude: 64)\n",
              "Coordinates:\n",
              "  * longitude                            (longitude) float64 0.0 2.812 ... 357.2\n",
              "  * latitude                             (latitude) float64 -87.86 ... 87.86\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "Data variables:\n",
              "    u_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (level, longitude, latitude) float32 ...\n",
              "    temperature                          (level, longitude, latitude) float32 ...\n",
              "    v_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (level, longitude, latitude) float32 ...\n",
              "    sim_time                             float64 1.887e+05\n",
              "    geopotential                         (level, longitude, latitude) float32 ...\n",
              "    specific_humidity                    (level, longitude, latitude) float32 ...\n",
              "Attributes:\n",
              "    longitude_wavenumbers:     64\n",
              "    total_wavenumbers:         65\n",
              "    longitude_nodes:           128\n",
              "    latitude_nodes:            64\n",
              "    latitude_spacing:          gauss\n",
              "    longitude_offset:          0.0\n",
              "    radius:                    1.0\n",
              "    spherical_harmonics_impl:  RealSphericalHarmonicsWithZeroImag\n",
              "    spmd_mesh:                 \n",
              "    centers:                   [1, 2, 3, 5, 7, 10, 20, 30, 50, 70, 100, 125, ...\n",
              "    horizontal_grid_type:      Grid\n",
              "    vertical_grid_type:        PressureCoordinates\u003c/pre\u003e\u003cdiv class='xr-wrap' style='display:none'\u003e\u003cdiv class='xr-header'\u003e\u003cdiv class='xr-obj-type'\u003exarray.Dataset\u003c/div\u003e\u003c/div\u003e\u003cul class='xr-sections'\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-a6eeca5f-7507-4040-b971-2dd2433deb3e' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-a6eeca5f-7507-4040-b971-2dd2433deb3e' class='xr-section-summary'  title='Expand/collapse section'\u003eDimensions:\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003cul class='xr-dim-list'\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e: 37\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e: 128\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e: 64\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-f76c5793-ae8d-4bff-a92c-2950c6ac90d6' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-f76c5793-ae8d-4bff-a92c-2950c6ac90d6' class='xr-section-summary' \u003eCoordinates: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 2.812 5.625 ... 354.4 357.2\u003c/div\u003e\u003cinput id='attrs-d09c048d-3db5-4544-84f0-6e50cd99028f' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-d09c048d-3db5-4544-84f0-6e50cd99028f' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-ad68e92f-bfba-46b3-a762-cbe8bbce1c6a' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-ad68e92f-bfba-46b3-a762-cbe8bbce1c6a' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([  0.    ,   2.8125,   5.625 ,   8.4375,  11.25  ,  14.0625,  16.875 ,\n",
              "        19.6875,  22.5   ,  25.3125,  28.125 ,  30.9375,  33.75  ,  36.5625,\n",
              "        39.375 ,  42.1875,  45.    ,  47.8125,  50.625 ,  53.4375,  56.25  ,\n",
              "        59.0625,  61.875 ,  64.6875,  67.5   ,  70.3125,  73.125 ,  75.9375,\n",
              "        78.75  ,  81.5625,  84.375 ,  87.1875,  90.    ,  92.8125,  95.625 ,\n",
              "        98.4375, 101.25  , 104.0625, 106.875 , 109.6875, 112.5   , 115.3125,\n",
              "       118.125 , 120.9375, 123.75  , 126.5625, 129.375 , 132.1875, 135.    ,\n",
              "       137.8125, 140.625 , 143.4375, 146.25  , 149.0625, 151.875 , 154.6875,\n",
              "       157.5   , 160.3125, 163.125 , 165.9375, 168.75  , 171.5625, 174.375 ,\n",
              "       177.1875, 180.    , 182.8125, 185.625 , 188.4375, 191.25  , 194.0625,\n",
              "       196.875 , 199.6875, 202.5   , 205.3125, 208.125 , 210.9375, 213.75  ,\n",
              "       216.5625, 219.375 , 222.1875, 225.    , 227.8125, 230.625 , 233.4375,\n",
              "       236.25  , 239.0625, 241.875 , 244.6875, 247.5   , 250.3125, 253.125 ,\n",
              "       255.9375, 258.75  , 261.5625, 264.375 , 267.1875, 270.    , 272.8125,\n",
              "       275.625 , 278.4375, 281.25  , 284.0625, 286.875 , 289.6875, 292.5   ,\n",
              "       295.3125, 298.125 , 300.9375, 303.75  , 306.5625, 309.375 , 312.1875,\n",
              "       315.    , 317.8125, 320.625 , 323.4375, 326.25  , 329.0625, 331.875 ,\n",
              "       334.6875, 337.5   , 340.3125, 343.125 , 345.9375, 348.75  , 351.5625,\n",
              "       354.375 , 357.1875])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e-87.86 -85.1 -82.31 ... 85.1 87.86\u003c/div\u003e\u003cinput id='attrs-19bfcdff-7461-44f6-86a3-edb00e2ce9d5' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-19bfcdff-7461-44f6-86a3-edb00e2ce9d5' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-d91574cb-1c64-4678-8d19-dec12464fa9d' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-d91574cb-1c64-4678-8d19-dec12464fa9d' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([-87.863799, -85.096527, -82.312913, -79.525607, -76.7369  , -73.947515,\n",
              "       -71.157752, -68.367756, -65.577607, -62.787352, -59.99702 , -57.206632,\n",
              "       -54.4162  , -51.625734, -48.835241, -46.044727, -43.254195, -40.463648,\n",
              "       -37.67309 , -34.882521, -32.091944, -29.30136 , -26.510769, -23.720174,\n",
              "       -20.929574, -18.138971, -15.348365, -12.557756,  -9.767146,  -6.976534,\n",
              "        -4.185921,  -1.395307,   1.395307,   4.185921,   6.976534,   9.767146,\n",
              "        12.557756,  15.348365,  18.138971,  20.929574,  23.720174,  26.510769,\n",
              "        29.30136 ,  32.091944,  34.882521,  37.67309 ,  40.463648,  43.254195,\n",
              "        46.044727,  48.835241,  51.625734,  54.4162  ,  57.206632,  59.99702 ,\n",
              "        62.787352,  65.577607,  68.367756,  71.157752,  73.947515,  76.7369  ,\n",
              "        79.525607,  82.312913,  85.096527,  87.863799])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003eint64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1 2 3 5 7 ... 900 925 950 975 1000\u003c/div\u003e\u003cinput id='attrs-0d0e8c12-00bb-4cf8-9611-09b6e2361f06' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-0d0e8c12-00bb-4cf8-9611-09b6e2361f06' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-551efde9-eb23-4224-a3fd-e6d20412aeec' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-551efde9-eb23-4224-a3fd-e6d20412aeec' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-38956022-c0f0-47e7-b406-e32b192fb9ed' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-38956022-c0f0-47e7-b406-e32b192fb9ed' class='xr-section-summary' \u003eData variables: \u003cspan\u003e(8)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003eu_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e-10.71 -14.92 ... -0.5274 2.565\u003c/div\u003e\u003cinput id='attrs-63739d98-26e9-4fcd-8e1b-0eb06d200c0a' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-63739d98-26e9-4fcd-8e1b-0eb06d200c0a' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-5146391a-e1d9-405f-a965-0f28fdd834f8' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-5146391a-e1d9-405f-a965-0f28fdd834f8' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[-1.07078362e+01, -1.49225235e+01, -1.58517237e+01, ...,\n",
              "         -3.12644005e+01, -3.84384079e+01, -5.75679588e+01],\n",
              "        [-1.07316151e+01, -1.51179533e+01, -1.54758263e+01, ...,\n",
              "         -3.32729340e+01, -3.80187454e+01, -5.75116081e+01],\n",
              "        [-1.07348022e+01, -1.53051252e+01, -1.52670460e+01, ...,\n",
              "         -3.52321930e+01, -3.76751709e+01, -5.73565521e+01],\n",
              "        ...,\n",
              "        [-1.04785795e+01, -1.43591013e+01, -1.68929005e+01, ...,\n",
              "         -2.69036579e+01, -4.01098671e+01, -5.70522385e+01],\n",
              "        [-1.05840788e+01, -1.45580397e+01, -1.67221851e+01, ...,\n",
              "         -2.78724098e+01, -3.95042610e+01, -5.73490257e+01],\n",
              "        [-1.06596584e+01, -1.47381201e+01, -1.63187618e+01, ...,\n",
              "         -2.93885059e+01, -3.89362946e+01, -5.75168419e+01]],\n",
              "\n",
              "       [[-4.49277020e+00, -1.69907999e+00, -7.23468590e+00, ...,\n",
              "         -3.04546051e+01, -4.38028412e+01, -5.77509232e+01],\n",
              "        [-4.73197985e+00, -1.83018112e+00, -7.12606049e+00, ...,\n",
              "         -3.01789227e+01, -4.39633369e+01, -5.88077393e+01],\n",
              "        [-4.96863413e+00, -2.02444530e+00, -6.95506811e+00, ...,\n",
              "         -2.99233532e+01, -4.40043030e+01, -5.97144241e+01],\n",
              "...\n",
              "          1.18201900e+00,  2.74014503e-01,  4.98268700e+00],\n",
              "        [-2.77738595e+00, -4.48968709e-01,  6.73913181e-01, ...,\n",
              "         -1.84859335e+00, -4.13959861e-01,  4.43535089e+00],\n",
              "        [-2.76200461e+00, -1.67899951e-01,  9.26688731e-01, ...,\n",
              "         -4.42918777e+00, -7.73585737e-01,  3.87109566e+00]],\n",
              "\n",
              "       [[-2.79845262e+00,  2.50849687e-02,  1.06202817e+00, ...,\n",
              "         -4.23742580e+00, -6.71216726e-01,  2.01348186e+00],\n",
              "        [-2.86307406e+00,  1.42907009e-01,  1.28367233e+00, ...,\n",
              "         -4.21474361e+00, -5.35199404e-01,  1.36143732e+00],\n",
              "        [-2.90909839e+00,  3.01504672e-01,  1.62408686e+00, ...,\n",
              "         -3.58707428e+00, -2.92514861e-01,  7.14427471e-01],\n",
              "        ...,\n",
              "        [-2.83276033e+00, -6.94286764e-01,  3.54614586e-01, ...,\n",
              "          1.53967011e+00,  5.59466958e-01,  3.23360705e+00],\n",
              "        [-2.77091885e+00, -4.48325694e-01,  6.73929930e-01, ...,\n",
              "         -1.16706467e+00, -8.58184174e-02,  2.96006036e+00],\n",
              "        [-2.75924850e+00, -1.68874428e-01,  9.26617026e-01, ...,\n",
              "         -3.08777213e+00, -5.27441025e-01,  2.56499124e+00]]],\n",
              "      dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_ice_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 ... 2.692e-06 2.65e-07\u003c/div\u003e\u003cinput id='attrs-b402037c-0914-4383-9acf-8ae2fa347aa9' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-b402037c-0914-4383-9acf-8ae2fa347aa9' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-3ad4f7d7-6bfe-44c8-a2ed-01c6d65ea124' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-3ad4f7d7-6bfe-44c8-a2ed-01c6d65ea124' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        ...,\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
              "\n",
              "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "...\n",
              "        [0.00000000e+00, 1.64560572e-06, 5.64709853e-06, ...,\n",
              "         1.96963083e-05, 9.50724097e-06, 1.62833359e-07],\n",
              "        [0.00000000e+00, 2.28408658e-06, 3.91905587e-06, ...,\n",
              "         1.78835235e-05, 1.01665473e-05, 1.82737921e-07],\n",
              "        [2.05475037e-09, 2.82157930e-06, 3.93821711e-06, ...,\n",
              "         1.34553775e-05, 1.44447222e-05, 2.40543415e-07]],\n",
              "\n",
              "       [[1.30314310e-08, 3.12927159e-06, 5.27200791e-06, ...,\n",
              "         4.92851177e-06, 4.78329230e-06, 3.12211341e-07],\n",
              "        [1.45369814e-08, 2.95029668e-06, 6.60647993e-06, ...,\n",
              "         3.98930024e-06, 5.29263934e-06, 5.87691090e-07],\n",
              "        [8.23544397e-08, 3.03303591e-06, 6.10566576e-06, ...,\n",
              "         4.31788612e-06, 6.08941127e-06, 1.53821156e-06],\n",
              "        ...,\n",
              "        [0.00000000e+00, 1.64561675e-06, 5.64718903e-06, ...,\n",
              "         5.80156347e-06, 5.36724599e-07, 1.95239025e-07],\n",
              "        [0.00000000e+00, 2.28416138e-06, 3.91924868e-06, ...,\n",
              "         5.10019481e-06, 9.57569455e-07, 2.31184913e-07],\n",
              "        [2.07014517e-09, 2.82157816e-06, 3.93823893e-06, ...,\n",
              "         5.63942740e-06, 2.69213319e-06, 2.65006150e-07]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003etemperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e288.4 288.0 287.3 ... 252.1 249.3\u003c/div\u003e\u003cinput id='attrs-0f61065b-b13f-47e4-9259-9d90dd496556' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-0f61065b-b13f-47e4-9259-9d90dd496556' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-1c61524c-9570-4eae-bfe1-ab42a1038b91' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-1c61524c-9570-4eae-bfe1-ab42a1038b91' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[288.36243, 288.04745, 287.302  , ..., 270.74457, 268.53735,\n",
              "         264.66653],\n",
              "        [288.4671 , 288.03537, 287.4441 , ..., 270.60117, 268.949  ,\n",
              "         264.87354],\n",
              "        [288.5831 , 288.01434, 287.66547, ..., 270.44174, 269.31628,\n",
              "         265.06152],\n",
              "        ...,\n",
              "        [288.12634, 288.128  , 287.7759 , ..., 270.60593, 266.98956,\n",
              "         263.97568],\n",
              "        [288.19193, 288.0829 , 287.46265, ..., 270.7843 , 267.56064,\n",
              "         264.21387],\n",
              "        [288.27045, 288.0592 , 287.2959 , ..., 270.81836, 268.07635,\n",
              "         264.44516]],\n",
              "\n",
              "       [[287.5528 , 286.25793, 285.99136, ..., 240.59488, 243.14934,\n",
              "         243.74176],\n",
              "        [287.47668, 286.3769 , 285.8644 , ..., 241.03624, 243.59564,\n",
              "         243.93556],\n",
              "        [287.39877, 286.4974 , 285.71658, ..., 241.52132, 244.05219,\n",
              "         244.1305 ],\n",
              "...\n",
              "        [265.63287, 267.0291 , 268.2937 , ..., 252.00374, 249.52458,\n",
              "         248.0936 ],\n",
              "        [265.7602 , 267.4296 , 268.75882, ..., 254.38548, 250.36769,\n",
              "         248.31914],\n",
              "        [265.90692, 267.80713, 269.06906, ..., 255.61389, 250.8233 ,\n",
              "         248.55559]],\n",
              "\n",
              "       [[267.3507 , 269.46594, 270.26764, ..., 257.58582, 251.97824,\n",
              "         249.40349],\n",
              "        [267.53604, 269.8219 , 269.8908 , ..., 257.61288, 251.4255 ,\n",
              "         249.46971],\n",
              "        [267.73395, 270.13663, 269.53668, ..., 257.19714, 250.70784,\n",
              "         249.41759],\n",
              "        ...,\n",
              "        [266.91724, 268.32144, 269.5904 , ..., 253.31148, 250.89351,\n",
              "         248.95958],\n",
              "        [267.04385, 268.7188 , 270.0572 , ..., 255.62651, 251.69797,\n",
              "         249.10802],\n",
              "        [267.18747, 269.10104, 270.36728, ..., 256.68204, 252.08287,\n",
              "         249.27045]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003ev_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.5624 3.129 ... -5.072 -1.874\u003c/div\u003e\u003cinput id='attrs-baf2c94a-dfa0-4d77-99b5-296d746e94f8' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-baf2c94a-dfa0-4d77-99b5-296d746e94f8' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-2e060b30-f914-4796-bfed-580bf98407c0' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-2e060b30-f914-4796-bfed-580bf98407c0' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[ 5.62369347e-01,  3.12904596e+00,  3.28905821e+00, ...,\n",
              "         -1.14624298e+00,  6.67987764e-01, -1.00735559e+01],\n",
              "        [ 1.19602881e-01,  2.56983542e+00,  3.17612147e+00, ...,\n",
              "         -1.21682882e+00,  2.52342105e+00, -7.03548002e+00],\n",
              "        [-3.05437386e-01,  1.95000374e+00,  3.10555696e+00, ...,\n",
              "         -7.73418844e-01,  4.22846699e+00, -4.06944942e+00],\n",
              "        ...,\n",
              "        [ 1.91373813e+00,  4.56196737e+00,  3.97494626e+00, ...,\n",
              "          1.36899352e-01, -6.53450489e+00, -1.95738297e+01],\n",
              "        [ 1.46669352e+00,  4.10787535e+00,  3.66360331e+00, ...,\n",
              "         -1.01272956e-01, -3.76980543e+00, -1.63490410e+01],\n",
              "        [ 1.01406312e+00,  3.63484144e+00,  3.44336486e+00, ...,\n",
              "         -6.88134849e-01, -1.39977813e+00, -1.31808434e+01]],\n",
              "\n",
              "       [[ 4.49205732e+00,  4.86118221e+00,  5.52720594e+00, ...,\n",
              "         -1.46003284e+01, -1.97440567e+01, -3.34139938e+01],\n",
              "        [ 4.39446163e+00,  5.00817299e+00,  5.15488529e+00, ...,\n",
              "         -1.19860191e+01, -1.65069046e+01, -3.00360680e+01],\n",
              "        [ 4.28684235e+00,  5.12492561e+00,  5.05068159e+00, ...,\n",
              "         -9.46129227e+00, -1.33718691e+01, -2.66606712e+01],\n",
              "...\n",
              "         -9.82057476e+00, -8.87759399e+00, -3.20837045e+00],\n",
              "        [ 9.25065637e-01, -3.96291852e-01, -4.26949784e-02, ...,\n",
              "         -5.66999340e+00, -7.74449253e+00, -3.47850585e+00],\n",
              "        [ 7.77482867e-01, -7.25847006e-01, -1.01253772e+00, ...,\n",
              "         -1.84976971e+00, -6.39352798e+00, -3.61874294e+00]],\n",
              "\n",
              "       [[ 6.18953586e-01, -9.95385408e-01, -2.26794958e+00, ...,\n",
              "         -3.46666038e-01, -4.09911299e+00, -1.85584736e+00],\n",
              "        [ 4.72238809e-01, -1.17679870e+00, -2.96933770e+00, ...,\n",
              "          3.48359495e-02, -3.31565094e+00, -1.74541628e+00],\n",
              "        [ 3.41856360e-01, -1.31065261e+00, -3.17962456e+00, ...,\n",
              "         -1.42758593e-01, -2.86801124e+00, -1.58556974e+00],\n",
              "        ...,\n",
              "        [ 1.06102252e+00, -1.27455428e-01,  1.88982531e-01, ...,\n",
              "         -7.99344397e+00, -6.91053295e+00, -1.57421887e+00],\n",
              "        [ 9.27144527e-01, -3.95796210e-01, -4.36842293e-02, ...,\n",
              "         -4.94768047e+00, -6.07580996e+00, -1.77723598e+00],\n",
              "        [ 7.77229428e-01, -7.26570427e-01, -1.01224875e+00, ...,\n",
              "         -2.35039186e+00, -5.07207012e+00, -1.87439406e+00]]],\n",
              "      dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_liquid_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.0 0.0 ... 1.323e-06 0.0 0.0\u003c/div\u003e\u003cinput id='attrs-8c0d3ea3-ef97-44f2-8c6b-31d3818ebcb1' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-8c0d3ea3-ef97-44f2-8c6b-31d3818ebcb1' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-5567bca0-472c-4d55-acfb-2469754023d2' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-5567bca0-472c-4d55-acfb-2469754023d2' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        ...,\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
              "\n",
              "       [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
              "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
              "...\n",
              "        [0.00000000e+00, 4.94079870e-07, 1.53697306e-06, ...,\n",
              "         3.81527556e-08, 2.53744865e-08, 0.00000000e+00],\n",
              "        [0.00000000e+00, 8.67681479e-07, 1.40321549e-06, ...,\n",
              "         1.53334190e-06, 2.57109019e-08, 1.29323015e-08],\n",
              "        [0.00000000e+00, 5.37243977e-07, 3.59376713e-07, ...,\n",
              "         9.74205341e-06, 2.50844412e-08, 6.79430556e-08]],\n",
              "\n",
              "       [[0.00000000e+00, 1.77389676e-08, 1.51295798e-09, ...,\n",
              "         1.18857733e-05, 8.73087771e-08, 0.00000000e+00],\n",
              "        [0.00000000e+00, 0.00000000e+00, 5.70449323e-08, ...,\n",
              "         2.30554015e-05, 9.01112742e-07, 1.86262952e-08],\n",
              "        [0.00000000e+00, 0.00000000e+00, 1.48092747e-08, ...,\n",
              "         2.79331016e-05, 3.03874413e-06, 2.75438151e-06],\n",
              "        ...,\n",
              "        [0.00000000e+00, 4.92809932e-07, 1.53490646e-06, ...,\n",
              "         9.36441680e-09, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 8.77022842e-07, 1.40765167e-06, ...,\n",
              "         1.09220977e-07, 0.00000000e+00, 0.00000000e+00],\n",
              "        [0.00000000e+00, 5.33339573e-07, 3.64443423e-07, ...,\n",
              "         1.32275602e-06, 0.00000000e+00, 0.00000000e+00]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esim_time\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e()\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1.887e+05\u003c/div\u003e\u003cinput id='attrs-eeb0d65e-ed95-4d3a-9280-8eb7bd91772f' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-eeb0d65e-ed95-4d3a-9280-8eb7bd91772f' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-d7b3f6e9-7589-4e63-a5c1-22cf270e5f5a' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-d7b3f6e9-7589-4e63-a5c1-22cf270e5f5a' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray(188693.6256)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003egeopotential\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e4.931e+05 4.928e+05 ... -72.61\u003c/div\u003e\u003cinput id='attrs-e8ec9eff-855d-4287-8d83-4d282b780456' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-e8ec9eff-855d-4287-8d83-4d282b780456' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-d942e7a1-7705-4aec-b152-ff1964c5a018' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-d942e7a1-7705-4aec-b152-ff1964c5a018' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[ 4.9305119e+05,  4.9281669e+05,  4.9248794e+05, ...,\n",
              "          4.2202688e+05,  4.2354853e+05,  4.2598703e+05],\n",
              "        [ 4.9304959e+05,  4.9281319e+05,  4.9246266e+05, ...,\n",
              "          4.2201378e+05,  4.2356706e+05,  4.2597228e+05],\n",
              "        [ 4.9304884e+05,  4.9280950e+05,  4.9243981e+05, ...,\n",
              "          4.2200138e+05,  4.2359141e+05,  4.2596366e+05],\n",
              "        ...,\n",
              "        [ 4.9306038e+05,  4.9282588e+05,  4.9253734e+05, ...,\n",
              "          4.2201681e+05,  4.2354159e+05,  4.2607175e+05],\n",
              "        [ 4.9305641e+05,  4.9282275e+05,  4.9252575e+05, ...,\n",
              "          4.2203122e+05,  4.2353309e+05,  4.2603647e+05],\n",
              "        [ 4.9305338e+05,  4.9281953e+05,  4.9250997e+05, ...,\n",
              "          4.2203416e+05,  4.2353716e+05,  4.2600831e+05]],\n",
              "\n",
              "       [[ 4.3545066e+05,  4.3527394e+05,  4.3502753e+05, ...,\n",
              "          3.7041806e+05,  3.7218562e+05,  3.7458788e+05],\n",
              "        [ 4.3544572e+05,  4.3526412e+05,  4.3500553e+05, ...,\n",
              "          3.7032141e+05,  3.7210106e+05,  3.7453666e+05],\n",
              "        [ 4.3544109e+05,  4.3525709e+05,  4.3499109e+05, ...,\n",
              "          3.7023650e+05,  3.7202634e+05,  3.7449247e+05],\n",
              "...\n",
              "        [ 1.5491930e+03,  1.4529542e+03,  1.5433567e+03, ...,\n",
              "          1.5556469e+03,  1.7373964e+03,  1.7505219e+03],\n",
              "        [ 1.5358258e+03,  1.4250341e+03,  1.5151040e+03, ...,\n",
              "          1.5018232e+03,  1.7054231e+03,  1.7437123e+03],\n",
              "        [ 1.5219159e+03,  1.3993444e+03,  1.4990708e+03, ...,\n",
              "          1.4773102e+03,  1.6830845e+03,  1.7363395e+03]],\n",
              "\n",
              "       [[-4.5016846e+02, -5.8576770e+02, -4.4697241e+02, ...,\n",
              "         -3.8915100e+02, -1.6458105e+02, -7.9426353e+01],\n",
              "        [-4.6841333e+02, -6.0912671e+02, -4.1735733e+02, ...,\n",
              "         -3.7578040e+02, -1.7473563e+02, -8.4773727e+01],\n",
              "        [-4.8782425e+02, -6.2837616e+02, -3.9926163e+02, ...,\n",
              "         -3.6105856e+02, -1.8367369e+02, -8.9417328e+01],\n",
              "        ...,\n",
              "        [-4.0496393e+02, -5.0315836e+02, -4.1238962e+02, ...,\n",
              "         -2.8317926e+02, -8.3440125e+01, -5.6128429e+01],\n",
              "        [-4.1925177e+02, -5.3351111e+02, -4.4370355e+02, ...,\n",
              "         -3.5293188e+02, -1.2125549e+02, -6.4145691e+01],\n",
              "        [-4.3411987e+02, -5.6144171e+02, -4.6169672e+02, ...,\n",
              "         -3.8372891e+02, -1.4654645e+02, -7.2613457e+01]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_humidity\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level, longitude, latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e3.952e-06 3.941e-06 ... 0.0004169\u003c/div\u003e\u003cinput id='attrs-3bccaab4-8818-4d01-82ee-7b4ae91d485a' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-3bccaab4-8818-4d01-82ee-7b4ae91d485a' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-3e3398b7-ffe0-4f02-926d-17c6bd2c0339' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-3e3398b7-ffe0-4f02-926d-17c6bd2c0339' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([[[3.9519559e-06, 3.9407696e-06, 3.9319380e-06, ...,\n",
              "         3.6398685e-06, 3.7301304e-06, 3.7999671e-06],\n",
              "        [3.9527094e-06, 3.9412780e-06, 3.9326223e-06, ...,\n",
              "         3.6628430e-06, 3.6964684e-06, 3.7878347e-06],\n",
              "        [3.9536308e-06, 3.9418119e-06, 3.9334850e-06, ...,\n",
              "         3.6922220e-06, 3.6669503e-06, 3.7749990e-06],\n",
              "        ...,\n",
              "        [3.9503711e-06, 3.9400879e-06, 3.9321067e-06, ...,\n",
              "         3.6534691e-06, 3.8553571e-06, 3.8314324e-06],\n",
              "        [3.9508254e-06, 3.9401339e-06, 3.9315560e-06, ...,\n",
              "         3.6165629e-06, 3.8099988e-06, 3.8219323e-06],\n",
              "        [3.9513766e-06, 3.9403703e-06, 3.9315273e-06, ...,\n",
              "         3.6190488e-06, 3.7682712e-06, 3.8113028e-06]],\n",
              "\n",
              "       [[3.7639279e-06, 3.7558102e-06, 3.7438965e-06, ...,\n",
              "         3.4663726e-06, 3.5292533e-06, 3.4962168e-06],\n",
              "        [3.7632676e-06, 3.7558073e-06, 3.7431525e-06, ...,\n",
              "         3.4624261e-06, 3.5278508e-06, 3.4975180e-06],\n",
              "        [3.7625930e-06, 3.7557977e-06, 3.7421833e-06, ...,\n",
              "         3.4604013e-06, 3.5268770e-06, 3.4983118e-06],\n",
              "...\n",
              "        [4.5857692e-04, 7.1053870e-04, 1.0684422e-03, ...,\n",
              "         6.1181054e-04, 4.6718863e-04, 3.9794957e-04],\n",
              "        [4.5445366e-04, 7.4379815e-04, 1.0839119e-03, ...,\n",
              "         7.6615636e-04, 5.2067271e-04, 4.0627326e-04],\n",
              "        [4.5124625e-04, 7.7335635e-04, 1.0722929e-03, ...,\n",
              "         8.2662300e-04, 5.4431177e-04, 4.1253545e-04]],\n",
              "\n",
              "       [[4.4952298e-04, 8.0081768e-04, 1.0228811e-03, ...,\n",
              "         8.6930627e-04, 5.7046843e-04, 4.1675972e-04],\n",
              "        [4.5030177e-04, 8.2116068e-04, 9.6349220e-04, ...,\n",
              "         8.2767388e-04, 5.3951092e-04, 4.2067221e-04],\n",
              "        [4.5333232e-04, 8.3688885e-04, 9.0196187e-04, ...,\n",
              "         7.8868656e-04, 4.9214344e-04, 4.1517828e-04],\n",
              "        ...,\n",
              "        [4.5858102e-04, 7.1049709e-04, 1.0684531e-03, ...,\n",
              "         6.5202400e-04, 5.0346047e-04, 4.1833729e-04],\n",
              "        [4.5446944e-04, 7.4379094e-04, 1.0839497e-03, ...,\n",
              "         8.0619234e-04, 5.5138016e-04, 4.1774189e-04],\n",
              "        [4.5125728e-04, 7.7341060e-04, 1.0722800e-03, ...,\n",
              "         8.5810269e-04, 5.7512213e-04, 4.1687815e-04]]], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-15a3eefb-8834-41c2-aa19-7a1caa5c9ec3' class='xr-section-summary-in' type='checkbox'  \u003e\u003clabel for='section-15a3eefb-8834-41c2-aa19-7a1caa5c9ec3' class='xr-section-summary' \u003eIndexes: \u003cspan\u003e(3)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elongitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-8df261d0-6b9e-40ca-b415-b4850549a2ba' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-8df261d0-6b9e-40ca-b415-b4850549a2ba' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([               0.0,             2.8125,              5.625,\n",
              "                   8.4375,              11.25,            14.0625,\n",
              "                   16.875,            19.6875,               22.5,\n",
              "       25.312499999999996,\n",
              "       ...\n",
              "                  331.875,           334.6875, 337.49999999999994,\n",
              "                 340.3125, 343.12499999999994,           345.9375,\n",
              "                   348.75, 351.56249999999994,            354.375,\n",
              "       357.18750000000006],\n",
              "      dtype=\u0026#x27;float64\u0026#x27;, name=\u0026#x27;longitude\u0026#x27;, length=128))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elatitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-c2f7cc30-3bb1-4fa2-a9b6-e2b3137996fe' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-c2f7cc30-3bb1-4fa2-a9b6-e2b3137996fe' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([ -87.86379883923264,   -85.0965269883173,  -82.31291294788628,\n",
              "        -79.52560657265946,  -76.73689968036832,  -73.94751515398967,\n",
              "        -71.15775201158732,  -68.36775610831317,  -65.57760701082782,\n",
              "       -62.787351798963066,  -59.99702010849129, -57.206631527643246,\n",
              "        -54.41619952608621, -51.625733674938246,  -48.83524096625059,\n",
              "       -46.044726631101675,  -43.25419466535094,  -40.46364817811504,\n",
              "        -37.67308962904533, -34.882520993773454,  -32.09194388174401,\n",
              "       -29.301359621762735, -26.510769325210994, -23.720173933534753,\n",
              "       -20.929574254489513, -18.138970990239358, -15.348364759491494,\n",
              "        -12.55775611523068,  -9.767145559195567,  -6.976533553948635,\n",
              "        -4.185920533189154,  -1.395306910819497,   1.395306910819497,\n",
              "         4.185920533189154,   6.976533553948635,   9.767145559195567,\n",
              "         12.55775611523068,  15.348364759491494,  18.138970990239358,\n",
              "        20.929574254489513,  23.720173933534753,  26.510769325210994,\n",
              "        29.301359621762735,   32.09194388174401,  34.882520993773454,\n",
              "         37.67308962904533,   40.46364817811504,   43.25419466535094,\n",
              "        46.044726631101675,   48.83524096625059,  51.625733674938246,\n",
              "         54.41619952608621,  57.206631527643246,   59.99702010849129,\n",
              "        62.787351798963066,   65.57760701082782,   68.36775610831317,\n",
              "         71.15775201158732,   73.94751515398967,   76.73689968036832,\n",
              "         79.52560657265946,   82.31291294788628,    85.0965269883173,\n",
              "         87.86379883923264],\n",
              "      dtype=\u0026#x27;float64\u0026#x27;, name=\u0026#x27;latitude\u0026#x27;))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elevel\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-559195de-17a5-49fc-aa88-62866026432c' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-559195de-17a5-49fc-aa88-62866026432c' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000],\n",
              "      dtype=\u0026#x27;int64\u0026#x27;, name=\u0026#x27;level\u0026#x27;))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-2c419b81-c9d7-436b-862f-dfef9e487542' class='xr-section-summary-in' type='checkbox'  \u003e\u003clabel for='section-2c419b81-c9d7-436b-862f-dfef9e487542' class='xr-section-summary' \u003eAttributes: \u003cspan\u003e(12)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elongitude_wavenumbers :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e64\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003etotal_wavenumbers :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e65\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003elongitude_nodes :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e128\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003elatitude_nodes :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e64\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003elatitude_spacing :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003egauss\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003elongitude_offset :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e0.0\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eradius :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e1.0\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003espherical_harmonics_impl :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eRealSphericalHarmonicsWithZeroImag\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003espmd_mesh :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003ecenters :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e[1, 2, 3, 5, 7, 10, 20, 30, 50, 70, 100, 125, 150, 175, 200, 225, 250, 300, 350, 400, 450, 500, 550, 600, 650, 700, 750, 775, 800, 825, 850, 875, 900, 925, 950, 975, 1000]\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003ehorizontal_grid_type :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eGrid\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003evertical_grid_type :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ePressureCoordinates\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e"
            ],
            "text/plain": [
              "\u003cxarray.Dataset\u003e\n",
              "Dimensions:                              (level: 37, longitude: 128,\n",
              "                                          latitude: 64)\n",
              "Coordinates:\n",
              "  * longitude                            (longitude) float64 0.0 2.812 ... 357.2\n",
              "  * latitude                             (latitude) float64 -87.86 ... 87.86\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "Data variables:\n",
              "    u_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (level, longitude, latitude) float32 ...\n",
              "    temperature                          (level, longitude, latitude) float32 ...\n",
              "    v_component_of_wind                  (level, longitude, latitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (level, longitude, latitude) float32 ...\n",
              "    sim_time                             float64 1.887e+05\n",
              "    geopotential                         (level, longitude, latitude) float32 ...\n",
              "    specific_humidity                    (level, longitude, latitude) float32 ...\n",
              "Attributes:\n",
              "    longitude_wavenumbers:     64\n",
              "    total_wavenumbers:         65\n",
              "    longitude_nodes:           128\n",
              "    latitude_nodes:            64\n",
              "    latitude_spacing:          gauss\n",
              "    longitude_offset:          0.0\n",
              "    radius:                    1.0\n",
              "    spherical_harmonics_impl:  RealSphericalHarmonicsWithZeroImag\n",
              "    spmd_mesh:                 \n",
              "    centers:                   [1, 2, 3, 5, 7, 10, 20, 30, 50, 70, 100, 125, ...\n",
              "    horizontal_grid_type:      Grid\n",
              "    vertical_grid_type:        PressureCoordinates"
            ]
          },
          "execution_count": 65,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "model.data_to_xarray(\n",
        "    model.inputs_from_xarray(regridded_and_filled),\n",
        "    times=None,  # times=None indicates no leading time-axis\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IzV2gXK5Zj3x"
      },
      "source": [
        "```{tip}\n",
        "In principle, {py:meth}`~neuralgcm.PressureLevelModel.simtime_to_datetime64` can calculate output times automatically (e.g., from the outputs of {py:meth}`~neuralgcm.PressureLevelModel.unroll`), but this isn't recommended. By default, JAX does math in float32 mode, which can result in significant rounding errors (e.g., up to a few minutes). As illustrated in the {doc}`inference_demo`, we recommend calculating times directly with NumPy or pandas.\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1sys2t3DZj3x"
      },
      "source": [
        "## Time shifting"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6KJC8WtVZj3x"
      },
      "source": [
        "In the NeuralGCM paper, we used one other data preparation trick for forcing variables: we shifted them backwards in time (by one day), so we could not be accused of leaking data from the future into our weather forecasts.\n",
        "\n",
        "This can be reproduced with the `selective_temporal_shift()` utility, which acts lazily even on datasets that do not fit into memory:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eO6Ai62-Zj3x"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\u003cdiv\u003e\u003csvg style=\"position: absolute; width: 0; height: 0; overflow: hidden\"\u003e\n",
              "\u003cdefs\u003e\n",
              "\u003csymbol id=\"icon-database\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003csymbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\"\u003e\n",
              "\u003cpath d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003cpath d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"\u003e\u003c/path\u003e\n",
              "\u003c/symbol\u003e\n",
              "\u003c/defs\u003e\n",
              "\u003c/svg\u003e\n",
              "\u003cstyle\u003e/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
              " *\n",
              " */\n",
              "\n",
              ":root {\n",
              "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
              "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
              "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
              "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
              "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
              "  --xr-background-color: var(--jp-layout-color0, white);\n",
              "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
              "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
              "}\n",
              "\n",
              "html[theme=dark],\n",
              "body[data-theme=dark],\n",
              "body.vscode-dark {\n",
              "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
              "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
              "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
              "  --xr-border-color: #1F1F1F;\n",
              "  --xr-disabled-color: #515151;\n",
              "  --xr-background-color: #111111;\n",
              "  --xr-background-color-row-even: #111111;\n",
              "  --xr-background-color-row-odd: #313131;\n",
              "}\n",
              "\n",
              ".xr-wrap {\n",
              "  display: block !important;\n",
              "  min-width: 300px;\n",
              "  max-width: 700px;\n",
              "}\n",
              "\n",
              ".xr-text-repr-fallback {\n",
              "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-header {\n",
              "  padding-top: 6px;\n",
              "  padding-bottom: 6px;\n",
              "  margin-bottom: 4px;\n",
              "  border-bottom: solid 1px var(--xr-border-color);\n",
              "}\n",
              "\n",
              ".xr-header \u003e div,\n",
              ".xr-header \u003e ul {\n",
              "  display: inline;\n",
              "  margin-top: 0;\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-obj-type,\n",
              ".xr-array-name {\n",
              "  margin-left: 2px;\n",
              "  margin-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-obj-type {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-sections {\n",
              "  padding-left: 0 !important;\n",
              "  display: grid;\n",
              "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
              "}\n",
              "\n",
              ".xr-section-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-section-item input {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-item input + label {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label {\n",
              "  cursor: pointer;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-item input:enabled + label:hover {\n",
              "  color: var(--xr-font-color0);\n",
              "}\n",
              "\n",
              ".xr-section-summary {\n",
              "  grid-column: 1;\n",
              "  color: var(--xr-font-color2);\n",
              "  font-weight: 500;\n",
              "}\n",
              "\n",
              ".xr-section-summary \u003e span {\n",
              "  display: inline-block;\n",
              "  padding-left: 0.5em;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label {\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in + label:before {\n",
              "  display: inline-block;\n",
              "  content: '►';\n",
              "  font-size: 11px;\n",
              "  width: 15px;\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:disabled + label:before {\n",
              "  color: var(--xr-disabled-color);\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label:before {\n",
              "  content: '▼';\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked + label \u003e span {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-section-summary,\n",
              ".xr-section-inline-details {\n",
              "  padding-top: 4px;\n",
              "  padding-bottom: 4px;\n",
              "}\n",
              "\n",
              ".xr-section-inline-details {\n",
              "  grid-column: 2 / -1;\n",
              "}\n",
              "\n",
              ".xr-section-details {\n",
              "  display: none;\n",
              "  grid-column: 1 / -1;\n",
              "  margin-bottom: 5px;\n",
              "}\n",
              "\n",
              ".xr-section-summary-in:checked ~ .xr-section-details {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-array-wrap {\n",
              "  grid-column: 1 / -1;\n",
              "  display: grid;\n",
              "  grid-template-columns: 20px auto;\n",
              "}\n",
              "\n",
              ".xr-array-wrap \u003e label {\n",
              "  grid-column: 1;\n",
              "  vertical-align: top;\n",
              "}\n",
              "\n",
              ".xr-preview {\n",
              "  color: var(--xr-font-color3);\n",
              "}\n",
              "\n",
              ".xr-array-preview,\n",
              ".xr-array-data {\n",
              "  padding: 0 5px !important;\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-array-data,\n",
              ".xr-array-in:checked ~ .xr-array-preview {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".xr-array-in:checked ~ .xr-array-data,\n",
              ".xr-array-preview {\n",
              "  display: inline-block;\n",
              "}\n",
              "\n",
              ".xr-dim-list {\n",
              "  display: inline-block !important;\n",
              "  list-style: none;\n",
              "  padding: 0 !important;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list li {\n",
              "  display: inline-block;\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".xr-dim-list:before {\n",
              "  content: '(';\n",
              "}\n",
              "\n",
              ".xr-dim-list:after {\n",
              "  content: ')';\n",
              "}\n",
              "\n",
              ".xr-dim-list li:not(:last-child):after {\n",
              "  content: ',';\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-has-index {\n",
              "  font-weight: bold;\n",
              "}\n",
              "\n",
              ".xr-var-list,\n",
              ".xr-var-item {\n",
              "  display: contents;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e div,\n",
              ".xr-var-item label,\n",
              ".xr-var-item \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-even);\n",
              "  margin-bottom: 0;\n",
              "}\n",
              "\n",
              ".xr-var-item \u003e .xr-var-name:hover span {\n",
              "  padding-right: 5px;\n",
              "}\n",
              "\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e div,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e label,\n",
              ".xr-var-list \u003e li:nth-child(odd) \u003e .xr-var-name span {\n",
              "  background-color: var(--xr-background-color-row-odd);\n",
              "}\n",
              "\n",
              ".xr-var-name {\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-var-dims {\n",
              "  grid-column: 2;\n",
              "}\n",
              "\n",
              ".xr-var-dtype {\n",
              "  grid-column: 3;\n",
              "  text-align: right;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-preview {\n",
              "  grid-column: 4;\n",
              "}\n",
              "\n",
              ".xr-index-preview {\n",
              "  grid-column: 2 / 5;\n",
              "  color: var(--xr-font-color2);\n",
              "}\n",
              "\n",
              ".xr-var-name,\n",
              ".xr-var-dims,\n",
              ".xr-var-dtype,\n",
              ".xr-preview,\n",
              ".xr-attrs dt {\n",
              "  white-space: nowrap;\n",
              "  overflow: hidden;\n",
              "  text-overflow: ellipsis;\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-var-name:hover,\n",
              ".xr-var-dims:hover,\n",
              ".xr-var-dtype:hover,\n",
              ".xr-attrs dt:hover {\n",
              "  overflow: visible;\n",
              "  width: auto;\n",
              "  z-index: 1;\n",
              "}\n",
              "\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  display: none;\n",
              "  background-color: var(--xr-background-color) !important;\n",
              "  padding-bottom: 5px !important;\n",
              "}\n",
              "\n",
              ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
              ".xr-var-data-in:checked ~ .xr-var-data,\n",
              ".xr-index-data-in:checked ~ .xr-index-data {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              ".xr-var-data \u003e table {\n",
              "  float: right;\n",
              "}\n",
              "\n",
              ".xr-var-name span,\n",
              ".xr-var-data,\n",
              ".xr-index-name div,\n",
              ".xr-index-data,\n",
              ".xr-attrs {\n",
              "  padding-left: 25px !important;\n",
              "}\n",
              "\n",
              ".xr-attrs,\n",
              ".xr-var-attrs,\n",
              ".xr-var-data,\n",
              ".xr-index-data {\n",
              "  grid-column: 1 / -1;\n",
              "}\n",
              "\n",
              "dl.xr-attrs {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  display: grid;\n",
              "  grid-template-columns: 125px auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt,\n",
              ".xr-attrs dd {\n",
              "  padding: 0;\n",
              "  margin: 0;\n",
              "  float: left;\n",
              "  padding-right: 10px;\n",
              "  width: auto;\n",
              "}\n",
              "\n",
              ".xr-attrs dt {\n",
              "  font-weight: normal;\n",
              "  grid-column: 1;\n",
              "}\n",
              "\n",
              ".xr-attrs dt:hover span {\n",
              "  display: inline-block;\n",
              "  background: var(--xr-background-color);\n",
              "  padding-right: 10px;\n",
              "}\n",
              "\n",
              ".xr-attrs dd {\n",
              "  grid-column: 2;\n",
              "  white-space: pre-wrap;\n",
              "  word-break: break-all;\n",
              "}\n",
              "\n",
              ".xr-icon-database,\n",
              ".xr-icon-file-text2,\n",
              ".xr-no-icon {\n",
              "  display: inline-block;\n",
              "  vertical-align: middle;\n",
              "  width: 1em;\n",
              "  height: 1.5em !important;\n",
              "  stroke-width: 0;\n",
              "  stroke: currentColor;\n",
              "  fill: currentColor;\n",
              "}\n",
              "\u003c/style\u003e\u003cpre class='xr-text-repr-fallback'\u003e\u0026lt;xarray.Dataset\u0026gt;\n",
              "Dimensions:                              (time: 1087680, level: 37,\n",
              "                                          latitude: 721, longitude: 1440)\n",
              "Coordinates:\n",
              "  * latitude                             (latitude) float32 90.0 89.75 ... -90.0\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "  * longitude                            (longitude) float32 0.0 0.25 ... 359.8\n",
              "  * time                                 (time) datetime64[ns] 1900-01-02 ......\n",
              "Data variables:\n",
              "    geopotential                         (time, level, latitude, longitude) float32 ...\n",
              "    specific_humidity                    (time, level, latitude, longitude) float32 ...\n",
              "    temperature                          (time, level, latitude, longitude) float32 ...\n",
              "    u_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    v_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (time, level, latitude, longitude) float32 ...\n",
              "    sea_ice_cover                        (time, latitude, longitude) float32 ...\n",
              "    sea_surface_temperature              (time, latitude, longitude) float32 ...\u003c/pre\u003e\u003cdiv class='xr-wrap' style='display:none'\u003e\u003cdiv class='xr-header'\u003e\u003cdiv class='xr-obj-type'\u003exarray.Dataset\u003c/div\u003e\u003c/div\u003e\u003cul class='xr-sections'\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-7e8362a9-5222-4ed5-b1d6-a2cf53919850' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-7e8362a9-5222-4ed5-b1d6-a2cf53919850' class='xr-section-summary'  title='Expand/collapse section'\u003eDimensions:\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003cul class='xr-dim-list'\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003etime\u003c/span\u003e: 1087680\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e: 37\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e: 721\u003c/li\u003e\u003cli\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e: 1440\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-a2d182dd-fca4-4cc7-a509-311eee036620' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-a2d182dd-fca4-4cc7-a509-311eee036620' class='xr-section-summary' \u003eCoordinates: \u003cspan\u003e(4)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elatitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(latitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e90.0 89.75 89.5 ... -89.75 -90.0\u003c/div\u003e\u003cinput id='attrs-10a12db4-2ae3-4dca-840b-103435319ecb' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-10a12db4-2ae3-4dca-840b-103435319ecb' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-e1189bf3-d452-4439-98d3-765a391cad2a' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-e1189bf3-d452-4439-98d3-765a391cad2a' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003elatitude\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003edegrees_north\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([ 90.  ,  89.75,  89.5 , ..., -89.5 , -89.75, -90.  ], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elevel\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(level)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003eint64\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1 2 3 5 7 ... 900 925 950 975 1000\u003c/div\u003e\u003cinput id='attrs-f34dd14f-7ed1-4ec9-9414-8308acf38887' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-f34dd14f-7ed1-4ec9-9414-8308acf38887' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-3f63f0cb-5674-407a-9b19-648c68b23fdf' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-3f63f0cb-5674-407a-9b19-648c68b23fdf' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000])\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003elongitude\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e0.0 0.25 0.5 ... 359.2 359.5 359.8\u003c/div\u003e\u003cinput id='attrs-d5d6a58b-bea7-49ea-ae69-5028bbb325b5' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-d5d6a58b-bea7-49ea-ae69-5028bbb325b5' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-2f973874-b0ac-4a2f-9807-b0cf4a06cef7' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-2f973874-b0ac-4a2f-9807-b0cf4a06cef7' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003elongitude\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003edegrees_east\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([0.0000e+00, 2.5000e-01, 5.0000e-01, ..., 3.5925e+02, 3.5950e+02,\n",
              "       3.5975e+02], dtype=float32)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan class='xr-has-index'\u003etime\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003edatetime64[ns]\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e1900-01-02 ... 2024-01-31T23:00:00\u003c/div\u003e\u003cinput id='attrs-a4be125f-0570-4647-ac3d-e88e36782052' class='xr-var-attrs-in' type='checkbox' disabled\u003e\u003clabel for='attrs-a4be125f-0570-4647-ac3d-e88e36782052' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-bdce18de-1e4e-41ea-b05d-967ed6b60bcb' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-bdce18de-1e4e-41ea-b05d-967ed6b60bcb' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003earray([\u0026#x27;1900-01-02T00:00:00.000000000\u0026#x27;, \u0026#x27;1900-01-02T01:00:00.000000000\u0026#x27;,\n",
              "       \u0026#x27;1900-01-02T02:00:00.000000000\u0026#x27;, ..., \u0026#x27;2024-01-31T21:00:00.000000000\u0026#x27;,\n",
              "       \u0026#x27;2024-01-31T22:00:00.000000000\u0026#x27;, \u0026#x27;2024-01-31T23:00:00.000000000\u0026#x27;],\n",
              "      dtype=\u0026#x27;datetime64[ns]\u0026#x27;)\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-ee93b81a-5986-4887-8205-974bb43bde07' class='xr-section-summary-in' type='checkbox'  checked\u003e\u003clabel for='section-ee93b81a-5986-4887-8205-974bb43bde07' class='xr-section-summary' \u003eData variables: \u003cspan\u003e(9)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003egeopotential\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-a74db5af-f93e-434e-ae45-6dc76bdba39a' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-a74db5af-f93e-434e-ae45-6dc76bdba39a' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-13e8baa1-b696-4ab6-839d-da82aeeb5f18' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-13e8baa1-b696-4ab6-839d-da82aeeb5f18' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eGeopotential\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ez\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003egeopotential\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em**2 s**-2\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41783096678400 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_humidity\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-c5b12c64-2b0e-4c12-bd57-781b6e57730d' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-c5b12c64-2b0e-4c12-bd57-781b6e57730d' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-8c393a64-1fba-494b-b0d9-dcb2f79087cd' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-8c393a64-1fba-494b-b0d9-dcb2f79087cd' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific humidity\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eq\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003especific_humidity\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41783096678400 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003etemperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-7041346a-fbf8-4227-87b5-4b4ac69b494d' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-7041346a-fbf8-4227-87b5-4b4ac69b494d' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-ce74a8d1-e253-411c-b965-f82eb3954054' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-ce74a8d1-e253-411c-b965-f82eb3954054' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eTemperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003et\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eair_temperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eK\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41783096678400 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003eu_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-20f46bbd-9f0b-4194-a6ae-3b7c3604d8f5' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-20f46bbd-9f0b-4194-a6ae-3b7c3604d8f5' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-5291bcde-356e-478a-bec1-3d038f328659' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-5291bcde-356e-478a-bec1-3d038f328659' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eU component of wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eu\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eeastward_wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em s**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41783096678400 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003ev_component_of_wind\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-0e2e66d8-7961-453b-b00a-c82e62a3c76d' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-0e2e66d8-7961-453b-b00a-c82e62a3c76d' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-0735bab8-10ab-405f-94c3-eca24dbbe761' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-0735bab8-10ab-405f-94c3-eca24dbbe761' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eV component of wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ev\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003enorthward_wind\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003em s**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41783096678400 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_ice_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-d4677a0d-902a-4962-81f1-058acbf2003b' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-d4677a0d-902a-4962-81f1-058acbf2003b' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-4fbca9ac-feb4-44eb-9100-384034152ad4' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-4fbca9ac-feb4-44eb-9100-384034152ad4' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific cloud ice water content\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eciwc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41783096678400 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003especific_cloud_liquid_water_content\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, level, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-9ba0d7d9-e5db-460b-a778-1df03f88d29e' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-9ba0d7d9-e5db-460b-a778-1df03f88d29e' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-ec41f6c5-aba7-4db9-aa8c-e822f048a477' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-ec41f6c5-aba7-4db9-aa8c-e822f048a477' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSpecific cloud liquid water content\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eclwc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003ekg kg**-1\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[41783096678400 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_ice_cover\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-e461db44-b08f-4c26-9696-10a298cba75e' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-e461db44-b08f-4c26-9696-10a298cba75e' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-5dee74e1-f4eb-4a33-884b-07d652ba40bf' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-5dee74e1-f4eb-4a33-884b-07d652ba40bf' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSea ice area fraction\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esiconc\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003estandard_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esea_ice_area_fraction\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003e(0 - 1)\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[1129272883200 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-var-name'\u003e\u003cspan\u003esea_surface_temperature\u003c/span\u003e\u003c/div\u003e\u003cdiv class='xr-var-dims'\u003e(time, latitude, longitude)\u003c/div\u003e\u003cdiv class='xr-var-dtype'\u003efloat32\u003c/div\u003e\u003cdiv class='xr-var-preview xr-preview'\u003e...\u003c/div\u003e\u003cinput id='attrs-9c77298e-b46f-401a-a8e9-31f5bafe2fe7' class='xr-var-attrs-in' type='checkbox' \u003e\u003clabel for='attrs-9c77298e-b46f-401a-a8e9-31f5bafe2fe7' title='Show/Hide attributes'\u003e\u003csvg class='icon xr-icon-file-text2'\u003e\u003cuse xlink:href='#icon-file-text2'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cinput id='data-77c5bf0b-5c71-494c-adb2-9ccb02291b97' class='xr-var-data-in' type='checkbox'\u003e\u003clabel for='data-77c5bf0b-5c71-494c-adb2-9ccb02291b97' title='Show/Hide data repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-var-attrs'\u003e\u003cdl class='xr-attrs'\u003e\u003cdt\u003e\u003cspan\u003elong_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eSea surface temperature\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eshort_name :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003esst\u003c/dd\u003e\u003cdt\u003e\u003cspan\u003eunits :\u003c/span\u003e\u003c/dt\u003e\u003cdd\u003eK\u003c/dd\u003e\u003c/dl\u003e\u003c/div\u003e\u003cdiv class='xr-var-data'\u003e\u003cpre\u003e[1129272883200 values with dtype=float32]\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-fec2a8b0-e801-41ff-884c-7f3961d1bbeb' class='xr-section-summary-in' type='checkbox'  \u003e\u003clabel for='section-fec2a8b0-e801-41ff-884c-7f3961d1bbeb' class='xr-section-summary' \u003eIndexes: \u003cspan\u003e(4)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cul class='xr-var-list'\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elatitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-4bc38619-d7ba-4275-a34e-e035f3b2215e' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-4bc38619-d7ba-4275-a34e-e035f3b2215e' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([  90.0,  89.75,   89.5,  89.25,   89.0,  88.75,   88.5,  88.25,   88.0,\n",
              "        87.75,\n",
              "       ...\n",
              "       -87.75,  -88.0, -88.25,  -88.5, -88.75,  -89.0, -89.25,  -89.5, -89.75,\n",
              "        -90.0],\n",
              "      dtype=\u0026#x27;float32\u0026#x27;, name=\u0026#x27;latitude\u0026#x27;, length=721))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elevel\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-081f846a-4f79-4e00-ad3f-2f80e62f607d' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-081f846a-4f79-4e00-ad3f-2f80e62f607d' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
              "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
              "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
              "       1000],\n",
              "      dtype=\u0026#x27;int64\u0026#x27;, name=\u0026#x27;level\u0026#x27;))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003elongitude\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-ba3f65b2-7cc9-4996-a642-ac1d89492193' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-ba3f65b2-7cc9-4996-a642-ac1d89492193' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(Index([   0.0,   0.25,    0.5,   0.75,    1.0,   1.25,    1.5,   1.75,    2.0,\n",
              "         2.25,\n",
              "       ...\n",
              "        357.5, 357.75,  358.0, 358.25,  358.5, 358.75,  359.0, 359.25,  359.5,\n",
              "       359.75],\n",
              "      dtype=\u0026#x27;float32\u0026#x27;, name=\u0026#x27;longitude\u0026#x27;, length=1440))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-var-item'\u003e\u003cdiv class='xr-index-name'\u003e\u003cdiv\u003etime\u003c/div\u003e\u003c/div\u003e\u003cdiv class='xr-index-preview'\u003ePandasIndex\u003c/div\u003e\u003cdiv\u003e\u003c/div\u003e\u003cinput id='index-4eb4d098-f3c5-45f8-b007-e5a1e01b2d5e' class='xr-index-data-in' type='checkbox'/\u003e\u003clabel for='index-4eb4d098-f3c5-45f8-b007-e5a1e01b2d5e' title='Show/Hide index repr'\u003e\u003csvg class='icon xr-icon-database'\u003e\u003cuse xlink:href='#icon-database'\u003e\u003c/use\u003e\u003c/svg\u003e\u003c/label\u003e\u003cdiv class='xr-index-data'\u003e\u003cpre\u003ePandasIndex(DatetimeIndex([\u0026#x27;1900-01-02 00:00:00\u0026#x27;, \u0026#x27;1900-01-02 01:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-02 02:00:00\u0026#x27;, \u0026#x27;1900-01-02 03:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-02 04:00:00\u0026#x27;, \u0026#x27;1900-01-02 05:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-02 06:00:00\u0026#x27;, \u0026#x27;1900-01-02 07:00:00\u0026#x27;,\n",
              "               \u0026#x27;1900-01-02 08:00:00\u0026#x27;, \u0026#x27;1900-01-02 09:00:00\u0026#x27;,\n",
              "               ...\n",
              "               \u0026#x27;2024-01-31 14:00:00\u0026#x27;, \u0026#x27;2024-01-31 15:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 16:00:00\u0026#x27;, \u0026#x27;2024-01-31 17:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 18:00:00\u0026#x27;, \u0026#x27;2024-01-31 19:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 20:00:00\u0026#x27;, \u0026#x27;2024-01-31 21:00:00\u0026#x27;,\n",
              "               \u0026#x27;2024-01-31 22:00:00\u0026#x27;, \u0026#x27;2024-01-31 23:00:00\u0026#x27;],\n",
              "              dtype=\u0026#x27;datetime64[ns]\u0026#x27;, name=\u0026#x27;time\u0026#x27;, length=1087680, freq=None))\u003c/pre\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/li\u003e\u003cli class='xr-section-item'\u003e\u003cinput id='section-43e63dec-e80b-4c2c-af18-7d36febceebe' class='xr-section-summary-in' type='checkbox' disabled \u003e\u003clabel for='section-43e63dec-e80b-4c2c-af18-7d36febceebe' class='xr-section-summary'  title='Expand/collapse section'\u003eAttributes: \u003cspan\u003e(0)\u003c/span\u003e\u003c/label\u003e\u003cdiv class='xr-section-inline-details'\u003e\u003c/div\u003e\u003cdiv class='xr-section-details'\u003e\u003cdl class='xr-attrs'\u003e\u003c/dl\u003e\u003c/div\u003e\u003c/li\u003e\u003c/ul\u003e\u003c/div\u003e\u003c/div\u003e"
            ],
            "text/plain": [
              "\u003cxarray.Dataset\u003e\n",
              "Dimensions:                              (time: 1087680, level: 37,\n",
              "                                          latitude: 721, longitude: 1440)\n",
              "Coordinates:\n",
              "  * latitude                             (latitude) float32 90.0 89.75 ... -90.0\n",
              "  * level                                (level) int64 1 2 3 5 ... 950 975 1000\n",
              "  * longitude                            (longitude) float32 0.0 0.25 ... 359.8\n",
              "  * time                                 (time) datetime64[ns] 1900-01-02 ......\n",
              "Data variables:\n",
              "    geopotential                         (time, level, latitude, longitude) float32 ...\n",
              "    specific_humidity                    (time, level, latitude, longitude) float32 ...\n",
              "    temperature                          (time, level, latitude, longitude) float32 ...\n",
              "    u_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    v_component_of_wind                  (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_ice_water_content     (time, level, latitude, longitude) float32 ...\n",
              "    specific_cloud_liquid_water_content  (time, level, latitude, longitude) float32 ...\n",
              "    sea_ice_cover                        (time, latitude, longitude) float32 ...\n",
              "    sea_surface_temperature              (time, latitude, longitude) float32 ..."
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "xarray_utils.selective_temporal_shift(\n",
        "    dataset=full_era5,\n",
        "    variables=model.forcing_variables,\n",
        "    time_shift='24 hours',\n",
        ")"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.7"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}
